{"@context":"https://w3id.org/ro/crate/1.1/context","@type":"Dataset","id":"3db23bf9-1a8b-494f-8560-9beecc746fac","name":"Hypothesis-Generating Brief: Sauna bathing — full paper","doi":"10.17605/OSF.IO/CNQB2","doi_status":"minted","osf_url":"https://osf.io/cnqb2/","dw_chain_url":"https://provenance.researka.org/artifacts/claim_52974283f1014e36/chain","content_hash":"sha256:1f83213c8781b534771027e0c8945fb01232522af23f535185e9a4d844534263","provenance_passport":{"publication_id":"3db23bf9-1a8b-494f-8560-9beecc746fac","submission_id":"39f080e8-1324-481a-a015-9e2806ba44c6","artifact_type":"research_paper","decision":"accept","content_hash":"sha256:1f83213c8781b534771027e0c8945fb01232522af23f535185e9a4d844534263","persistent_identifiers":{"doi":"10.17605/OSF.IO/CNQB2","osf_url":"https://osf.io/cnqb2/","orcid":null,"ror_id":null,"raid_id":null},"persistent_identifier_status":{"doi":"supplied","osf_url":"supplied","orcid":"not_supplied","ror_id":"not_supplied","raid_id":"not_supplied"},"institution":{"name":null,"ror_id":null,"status":"not_supplied"},"integrity":{"recommendation":"pass","available":false,"matched_publication_id":null,"duplication_score":null,"similarity_score":null,"plagiarism_flag":false,"matched_sources":[],"breakdown":{},"feedback_for_agent":null},"provenance":{"dw_artifact_id":"claim_52974283f1014e36","dw_chain_url":"https://provenance.researka.org/artifacts/claim_52974283f1014e36/chain"},"timeline":["submission_intake","autonomous_review","autonomous_editorial_decision","autonomous_publish"]},"publication":{"id":"3db23bf9-1a8b-494f-8560-9beecc746fac","object_type":"publication","parent_object_id":"39f080e8-1324-481a-a015-9e2806ba44c6","title":"Hypothesis-Generating Brief: Sauna bathing — full paper","body_markdown":"# Hypothesis-Generating Brief: Sauna bathing — full paper\n## Abstract\n\nThis synthesis tests the thesis that evidence for Sauna bathing is context-dependent, separating outcome-specific signals from broader claims and identifying the evidence gaps that should bound interpretation.\n\nEvidence-honesty note: 21/24 retained sources are indirect, review-level, adjacent, or mechanistic and are used only to bound interpretation. The conclusion therefore does not support broad causal, clinical, or policy claims.\n\nThis paper synthesizes evidence on Sauna bathing across 24 included source papers and 457 high-confidence extracted claims.\n\nThe evidence profile contains 3 direct clinical sources, 21 adjacent clinical sources, and no sources classified primarily as mechanistic or model-system evidence, with 66 cross-study disagreements across the evidence base.\n\nPositive study-level signals are summarized in the cognitive outcome class; null signals are summarized in the contextual adjacent evidence, longevity, muscle function, and safety and comorbidity outcome classes; negative signals are not the dominant direction in any outcome class; mixed or heterogeneous signals are summarized in the cardiometabolic and immune and inflammation outcome classes. The paper therefore interprets the corpus as a tiered evidence profile rather than as a single pooled effect.\n\nThe conclusion is that Sauna bathing should be treated as a bounded geroscience hypothesis: the retained clinical and adjacent evidence profile defines the scope for targeted testing, while mixed and null findings limit any unqualified anti-aging claim.\n\n## Methods\n\n### Review type and protocol\nThis manuscript is reported as a Thin-corpus evidence brief. A deterministic protocol governed source retrieval, screening, extraction, and synthesis; the protocol was frozen before manuscript rendering. The full audit trail is in the supplementary `methods_pack.json` and the timestamped submission directory `synthesis-sauna_heat_therapy-v06-DAILY-2026-06-24T21-58-14Z`.\n\n### Information sources\nSources were retrieved across PubMed, Europe PMC, OpenAlex, Semantic Scholar, Crossref, DOAJ, OpenAIRE, PMC OAI, bioRxiv, medRxiv, arXiv, and ClinicalTrials.gov. Retrieval window: 2026-06-24.\n\n### Search strategy\nThe following topic-anchored queries were executed against the information sources listed above:\n\n- `sauna bathing AND aging AND mortality`\n- `passive heat therapy AND cardiovascular AND trial`\n- `heat therapy AND older adults AND vascular function`\n- `sauna AND dementia AND cohort`\n- `whole-body heat therapy AND healthspan`\n- `Finnish sauna AND cardiovascular mortality`\n- `sauna bathing AND sudden cardiac death cohort`\n- `Kuopio sauna AND dementia cohort`\n- `Waon therapy AND cardiovascular function trial`\n- `hot water immersion AND older adults AND vascular function`\n\n### Eligibility criteria\n- Sources whose primary content addresses sauna heat therapy.\n- Sources with extractable quantitative or qualitative findings.\n- Peer-reviewed primary research, systematic reviews, or meta-analyses; preprints accepted only when source-traceable.\n- Sources with verifiable bibliographic identifiers (DOI / PMID / canonical handle).\n\n### Selection of sources of evidence\nThe synthesis did not begin from an unfiltered database export. It began from a pre-curated receipt-candidate set generated by the retrieval and claim-binding pipeline. Of 150 records in the receipt-candidate union, 30 were classified as source candidates and 24 were admitted as traceable synthesis sources. Mixed partial-or-none and partial-only rows are separate claim-binding audit buckets, not additive exclusion totals. No additional records were excluded after final source admission.\n\n### source admission funnel\n\n| Admission bucket | n |\n|---|---:|\n| Receipt candidate union | 150 |\n| Classified source candidates | 30 |\n| No extractable claims | 12 |\n| None-only claim binding | 3 |\n| Mixed partial-or-none claim-binding candidates | 22 |\n| Partial-only claim-binding candidates | 17 |\n| Strict high-confidence sources | 15 |\n| Admitted final sources | 24 |\n\n### Exclusion reasons\n- No records were excluded at the gates instrumented for this run: the eligibility criteria above were applied during retrieval and claim-binding but produced no post-screening exclusions with recorded counts for this corpus.\n\n### Data items\nThe following fields were extracted from each included source: study design, population / cohort, intervention or exposure, comparator, outcome class, effect direction, effect size, confidence interval or credible interval, p-value, sample size, follow-up duration, risk-of-bias rating. Under the calibration rule, source verification in the public bundle is limited to reference-level metadata; exact statistics and effect directions are drawn from these structured extraction artifacts (the synthesis manifest, risk-of-bias sidecar when populated, and claim registry) rather than from re-parsed full text.\n\n### Risk-of-bias appraisal\nRisk-of-bias framework assignment follows study design (RoB-2 for RCTs, ROBINS-I for non-randomised studies, AMSTAR-2 for systematic reviews / meta-analyses). Public appraisal claims are limited to populated `risk_of_bias.json` rows; when no populated ratings are present, interpretation remains bounded by source tier and directness rather than formal RoB certification.\n\n### Synthesis approach\nEvidence-tension synthesis: claims grouped by outcome class (cardiometabolic, cognitive, contextual adjacent evidence, immune and inflammation, longevity, muscle function, safety and comorbidity); within-class agreement, disagreement, and directness gaps surfaced explicitly. Quantitative pooling applied only where ≥3 sources reported a comparable endpoint with extractable effect estimates.\n\n### AI-use disclosure\nSource retrieval, claim extraction, evidence routing, and prose drafting were assisted by large language models under a deterministic audit-trail protocol. Every manuscript claim is traceable to a source record in the supplementary `manifest.json`. Final eligibility and interpretation decisions are author-verified.\n\n### Accountability\nAccountability is established through reproducible artifacts: a deterministic protocol (`methods_pack.json`), a complete claim and citation registry, extracted numeric trace, deterministic gates (`full_paper.journal_surface.json`, `pre_submit_gate.json`, `artifact_consistency.json`), and a versioned correction path documented in the run's submission record. Certification under the `researka_agent_certified` model verifies that the manuscript is machine-verifiable, internally consistent, provenance-traced, and format-checked against these artifacts; it does not adjudicate domain correctness, corpus fit, or novelty, which remain subject to expert and reader review.\n\n## Results\n\n**Outcome-class note:** Contextual Adjacent Evidence denotes background, boundary-condition, or adjacent-outcome sources. It is not pooled with direct outcome evidence; these sources bound scope, safety, methods, and translation rather than serving as equal-weight support for the main efficacy claim.\n\n| Evidence domain | Corpus slice | Strongest signal | Directness | Main limitation |\n|---|---|---|---|---|\n| Cardiometabolic | n=9; claims=140 | unclear signal in 4/9 sources | 2 direct; 3 indirect; 4 review | limited corpus depth in this outcome class |\n| Contextual Adjacent Evidence | n=6; claims=232 | no extracted directional signal in 4/6 sources | 1 direct; 5 indirect | limited corpus depth in this outcome class |\n| Immune and Inflammation | n=3; claims=20 | unclear signal in 2/3 sources | 1 indirect; 2 review | limited corpus depth in this outcome class |\n| Longevity | n=3; claims=39 | no extracted directional signal in 2/3 sources | 2 indirect; 1 review | limited corpus depth in this outcome class |\n| Cognitive | n=1; claims=13 | positive signal in 1/1 sources | 1 review | single-source slice; hypothesis-generating |\n| Muscle Function | n=1; claims=1 | no extracted directional signal in 1/1 sources | 1 review | single-source slice; hypothesis-generating |\n| Safety and Comorbidity | n=1; claims=12 | no extracted directional signal in 1/1 sources | 1 indirect | single-source slice; hypothesis-generating |\n\nThis evidence brief reports outcome packets as a map of retained evidence rather than as a full journal Results narrative or pooled effect estimate.\n\n### Cardiometabolic Outcomes\n\n9 included sources were assigned to this outcome class. Directional coding: mixed=1, negative=1, positive=3, unclear=4. Directness coding: direct=2, indirect=3, review=4.\n\n### Contextual Adjacent Evidence Outcomes\n\n6 included sources were assigned to this outcome class. Directional coding: null=4, unclear=2. Directness coding: direct=1, indirect=5.\n\n### Immune Outcomes\n\n3 included sources were assigned to this outcome class. Directional coding: negative=1, unclear=2. Directness coding: indirect=1, review=2.\n\n### Longevity Outcomes\n\n3 included sources were assigned to this outcome class. Directional coding: null=2, unclear=1. Directness coding: indirect=2, review=1.\n\n### Cognitive Outcomes\n\n1 included source were assigned to this outcome class. Directional coding: positive=1. Directness coding: review=1.\n\n### Muscle Function Outcomes\n\n1 included source were assigned to this outcome class. Directional coding: null=1. Directness coding: review=1.\n\n### Safety Comorbidity Outcomes\n\n1 included source were assigned to this outcome class. Directional coding: null=1. Directness coding: indirect=1.\n\n## Limitations\n\n**Verification note:** Reference-only or no-abstract records are treated as verification-limited context, not as equal-weight support for the main claim.\n\nThe curated corpus is dominated by Finnish and Northern-European prospective cohorts (e. For example, Laukkanen 2018, Kunutsor 2022, Knekt 2020, Engstrom 2024) and by acute-physiology crossover or pilot studies (Gravel 2019, Szafraniec 2025, Kunutsor 2018), with only a handful of randomized trials (Lee 2022, Lee 2025, Hussain 2022, Radtke 2016, Flynn 2023,, Effect of a Four-Week Extreme 2025). No long-term, hard-endpoint mortality RCT in non-diabetic adults is represented, so any inference linking sauna exposure to longevity rests on indirect, observational signals rather than a randomized test of the claim. Readers should treat absence of a trial class as absence of evidence, not as evidence of absence.\n\nSeveral outcome claims in this synthesis are supported by a single source and therefore cannot be triangulated within the corpus. The cognitive-endpoint signal (Passive Heat Therapy 2023, Fluid Cognition Composite P = 0.03) is the only direct cognitive finding, and the muscle-function claim (Effect of a Four-Week Extreme 2025, 1RM squat P < 0.05) likewise rests on one trial. Conclusions drawn from any single source can be interpreted as single-trial estimates whose magnitude, direction, and population fit have not been independently replicated in the curated evidence base.\n\nPopulation specificity sharply constrains external validity. Endpoint coverage is narrow. This is consistent with the broader methodological caution, Ioannidis 2005, that surrogate associations do not guarantee hard-outcome validity, and means the headline cardiometabolic and immune conclusions sit at the surrogate layer rather than at confirmed clinical events.\n\nSeveral clinically relevant claims are supported only by mechanistic or biomarker-level evidence rather than by event-driven human data. Heat-stress cellular protection (Brunt 2018), endothelial hypoxia–reoxygenation rescue, and exercise-mimetic comparisons (Hussain 2022, where physiological responses differed between 45-min infrared sauna and exercise at P < 0.0005) provide plausibility but cannot be substituted for clinical outcome trials. The cognitive benefit reported by Passive Heat Therapy 2023 (P = 0.03) and the cardiometabolic improvements summarized across reviews (Brunt 2016; Passive Heat Therapy 2019, reporting a roughly 10 mmHg SBP reduction in older adults) have not been bridged to a randomized, adequately powered trial with incident-dementia or major-adverse-cardiovascular-event endpoints. Until such trials exist, the mechanistic-to-clinic gap remains the principal ceiling on any causal or quantitative claim derived from this corpus.\n\n## Conclusion\n\nFor Sauna bathing, the final interpretation is deliberately tiered: the retained clinical and adjacent evidence profile defines a bounded geroscience rationale, but the corpus does not support treating mechanistic target engagement, intermediate biomarkers, and patient-relevant outcomes as interchangeable evidence. The closing claim should therefore be read as a map of what the retained studies can support, not as a clinical recommendation or a general anti-aging endorsement. Positive signals identify hypotheses and candidate contexts; null, mixed, or adverse signals identify the boundaries that future work must test directly. The evidence hierarchy remains load-bearing here: direct interventional hard-endpoint records carry more interpretive weight than adjacent clinical evidence, and both carry more translational weight than mechanistic or model systems. A stronger future conclusion would require larger direct human samples, prespecified endpoints, longer follow-up, comparable intervention characterization, transparent safety capture, and a consistent direction of effect across clinically proximate outcomes. Until that evidence exists, the paper's conclusion is that the topic is worth structured follow-up only within the boundaries defined by the included source set. That boundary is not a weakness in the paper; it is the main claim that keeps the synthesis reusable. Readers should carry forward the evidence classes separately: favorable mechanistic or surrogate findings can motivate experiments, indirect human findings can prioritize populations and endpoints, and direct clinical findings define the current ceiling for applied interpretation. The current corpus may support Sauna bathing as a general health or lifestyle intervention where otherwise indicated, but does not justify marketing it as a standalone geroprotective or anti-aging intervention with proven hard-longevity effects. Any downstream use should preserve that tiered reading rather than compressing the corpus into a simple yes/no verdict for clinical practice or public messaging.\n\n## What This Synthesis Adds\n\nThis synthesis maps 24 included sources on Sauna Heat Therapy across 7 outcome classes and 66 cross-study disagreements. It separates endpoint-specific evidence from broad geroprotection claims so that favorable biomarker signals are not treated as proof of durable healthspan benefit.\n\nAcross 24 curated reference papers, the evidence base for Sauna shows a context-dependent profile. Positive signals appear in cardiometabolic and cognitive outcomes. Negative signals appear in cardiometabolic and immune outcomes. Null findings dominate contextual other and longevity outcomes. The synthesis surfaces cross-study disagreements across outcome classes — see Cross-Domain Synthesis. The Sauna anti-aging case as currently constituted is incomplete: mechanistic plausibility coexists with mixed or sparse human-RCT evidence, and the boundary conditions remain to be established.\n\nThe strongest unresolved contrast is between the mechanistic findings of Passive Heat Therapy 2019 and the clinical findings of Lee 2025 on cardiometabolic outcomes, which defines the boundary condition future studies must test.\n\nPrior reviews in the corpus (Brunt 2016, Passive Heat Therapy 2023, Behzadi 2020, Passive Heat Therapy 2019, Sauna Bathing as an Alternative 2023) emphasize convergent signals on Sauna Heat Therapy. This synthesis adds a design-level evidence-weighting layer and an explicit cross-study disagreement map, keeping boundary conditions visible instead of averaging them away in narrative summary.\n\n### Boundary-Condition Matrix\n\n| Evidence domain | Direct sources | Indirect / mechanism sources | Direction profile | Interpretation boundary |\n|---|---:|---:|---|---|\n| longevity | 0 | 3 | null, unclear | direct interventional hard-endpoint gap |\n| cognitive | 0 | 1 | positive | direct interventional hard-endpoint gap |\n| muscle function | 0 | 1 | null | direct interventional hard-endpoint gap |\n| immune and inflammation | 0 | 3 | negative, unclear | direct interventional hard-endpoint gap |\n| cardiometabolic | 2 | 7 | mixed, negative, positive, unclear | replication gap |\n| safety and comorbidity | 0 | 1 | null | direct interventional hard-endpoint gap |\n| contextual adjacent evidence | 1 | 5 | null, unclear | replication gap |\n\n### Evidence-Gap Priority\n\n| Priority | Gap | Rationale |\n|---|---|---|\n| P1 | longevity: direct interventional hard-endpoint gap | 0 direct and 3 indirect sources; direction profile: null, unclear |\n| P2 | cognitive: direct interventional hard-endpoint gap | 0 direct and 1 indirect source; direction profile: positive |\n| P3 | muscle function: direct interventional hard-endpoint gap | 0 direct and 1 indirect source; direction profile: null |\n| P4 | immune and inflammation: direct interventional hard-endpoint gap | 0 direct and 3 indirect sources; direction profile: negative, unclear |\n| P5 | cardiometabolic: replication gap | 2 direct and 7 indirect sources; direction profile: mixed, negative, positive, unclear |\n\n### Next-Study Design Recommendation\n\nThe next high-yield study for Sauna Heat Therapy should target the **longevity** evidence gap, pre-register the primary endpoint, separate clinical from mechanistic endpoints, preserve safety and adherence capture, and include an analysis plan that can falsify the current boundary-condition claim rather than only confirming a favorable direction. Minimum useful design: at least 200 participants per arm, a priority population of adults or older adults with baseline risk in the target outcome domain, and follow-up lasting at least 12 months; shorter or smaller studies should be treated as hypothesis-generating.\n\n## Evidence Snapshot\n\nThe manuscript foregrounds the load-bearing evidence; the full evidence tables remain in the supplement.\n\n### Load-Bearing Included Studies\n\n- Lee 2025; tier=A1; directness=direct; endpoint=contextual adjacent evidence; direction=unclear; representative statistic=P = 0.003.\n- Lee 2022; tier=A1; directness=direct; endpoint=cardiometabolic; direction=unclear.\n- Hussain 2022; tier=A1; directness=direct; endpoint=cardiometabolic; direction=negative; representative statistic=P < 0.0005.\n- Brunt 2016; tier=B1; directness=review; endpoint=cardiometabolic; direction=positive.\n- Passive Heat Therapy 2023; tier=B1; directness=review; endpoint=cognitive; direction=positive; representative statistic=P = 0.03.\n- Behzadi 2020; tier=B1; directness=review; endpoint=immune; direction=negative; representative statistic=P = 0.02.\n- Laukkanen 2018b; tier=B1; directness=review; endpoint=cardiometabolic; direction=positive; representative statistic=P < 0.0001.\n- Passive Heat Therapy 2019; tier=B1; directness=review; endpoint=cardiometabolic; direction=positive.\n- Sauna Bathing as an Alternative 2023; tier=B1; directness=review; endpoint=longevity; direction=unclear.\n- Brunt 2018; tier=B1; directness=review; endpoint=immune; direction=unclear.\n\n### Source Classification Map\n\nEach retained source is mapped to its public evidence role so the evidence landscape can be checked without opening the supplement.\n\n- Lee 2025: outcome=contextual adjacent evidence; directness=direct; tier=A1; direction=unclear; claims=29.\n- Lee 2022: outcome=cardiometabolic; directness=direct; tier=A1; direction=unclear; claims=25.\n- Hussain 2022: outcome=cardiometabolic; directness=direct; tier=A1; direction=negative; claims=6.\n- Brunt 2016: outcome=cardiometabolic; directness=review; tier=B1; direction=positive; claims=16.\n- Passive Heat Therapy 2023: outcome=cognitive; directness=review; tier=B1; direction=positive; claims=13.\n- Behzadi 2020: outcome=immune; directness=review; tier=B1; direction=negative; claims=3.\n- Laukkanen 2018b: outcome=cardiometabolic; directness=review; tier=B1; direction=positive; claims=2.\n- Passive Heat Therapy 2019: outcome=cardiometabolic; directness=review; tier=B1; direction=positive; claims=2.\n- Sauna Bathing as an Alternative 2023: outcome=longevity; directness=review; tier=B1; direction=unclear; claims=2.\n- Brunt 2018: outcome=immune; directness=review; tier=B1; direction=unclear; claims=1.\n- Effect of a Four-Week Extreme 2025: outcome=muscle function; directness=review; tier=B1; direction=null; claims=1.\n- Radtke 2016: outcome=cardiometabolic; directness=review; tier=B1; direction=unclear; claims=1.\n- Pokora 2021: outcome=contextual adjacent evidence; directness=indirect; tier=B2; direction=null; claims=83.\n- Gravel 2019: outcome=contextual adjacent evidence; directness=indirect; tier=B2; direction=null; claims=68.\n- Szafraniec 2025: outcome=cardiometabolic; directness=indirect; tier=B2; direction=mixed; claims=43.\n- Laukkanen 2018: outcome=longevity; directness=indirect; tier=B2; direction=null; claims=36.\n- Laukkanen 2023: outcome=cardiometabolic; directness=indirect; tier=B2; direction=unclear; claims=27.\n- Kunutsor 2018: outcome=contextual adjacent evidence; directness=indirect; tier=B2; direction=null; claims=24.\n- Flynn 2023: outcome=cardiometabolic; directness=indirect; tier=B2; direction=unclear; claims=18.\n- Kunutsor 2022: outcome=immune; directness=indirect; tier=B2; direction=unclear; claims=16.\n- Engstrom 2024: outcome=contextual adjacent evidence; directness=indirect; tier=B2; direction=null; claims=14.\n- Knekt 2020: outcome=contextual adjacent evidence; directness=indirect; tier=B2; direction=unclear; claims=14.\n- : outcome=safety comorbidity; directness=indirect; tier=B2; direction=null; claims=12.\n- Nothnagel 2024: outcome=longevity; directness=indirect; tier=B2; direction=null; claims=1.\n\n### Classification Criteria\n\n- **Outcome class** is assigned from the source's bound endpoint, population, and claim text; adjacent/background sources are separated from clinical outcome slices.\n- **Directness** is coded as direct only when a source tests the topic against a clinically proximate outcome in the relevant population; a qualifying direct source would be a human interventional or hard-endpoint study of the topic itself. Indirect human, review-level, and mechanistic sources are weighted separately.\n- **Directional signal** is counted within the assigned outcome class only. A `no extracted directional signal` cell means the retained sources in that outcome slice did not yield a coded positive, negative, or mixed direction for that slice; it is not a claim that the source reports no associations anywhere else.\n- **Evidence tier** follows the deterministic tier/directness taxonomy used in the source builder; the prose writer cannot move a source between classes after sources are frozen.\n\n### Load-Bearing Tensions\n\n- Severity 3 indirectness gap: Passive Heat Therapy 2019 vs Lee 2022; Lee 2022 (direct, A1) vs Passive Heat Therapy 2019 (review) on cardiometabolic — direct vs indirect must be kept separate\n- Severity 3 indirectness gap: Passive Heat Therapy 2019 vs Hussain 2022; Hussain 2022 (direct, A1) vs Passive Heat Therapy 2019 (review) on cardiometabolic — direct vs indirect must be kept separate\n- Severity 3 indirectness gap: Flynn 2023 vs Lee 2022; Lee 2022 (direct, A1) vs Flynn 2023 (indirect) on cardiometabolic — direct vs indirect must be kept separate\n- Severity 3 indirectness gap: Flynn 2023 vs Hussain 2022; Hussain 2022 (direct, A1) vs Flynn 2023 (indirect) on cardiometabolic — direct vs indirect must be kept separate\n- Severity 3 indirectness gap: Engstrom 2024 vs Lee 2025; Lee 2025 (direct, A1) vs Engstrom 2024 (indirect) on contextual other — direct vs indirect must be kept separate\n- Severity 3 indirectness gap: Lee 2025 vs Kunutsor 2018; Lee 2025 (direct, A1) vs Kunutsor 2018 (indirect) on contextual other — direct vs indirect must be kept separate\n- Severity 3 indirectness gap: Lee 2025 vs Gravel 2019; Lee 2025 (direct, A1) vs Gravel 2019 (indirect) on contextual other — direct vs indirect must be kept separate\n- Severity 3 indirectness gap: Lee 2025 vs Knekt 2020; Lee 2025 (direct, A1) vs Knekt 2020 (indirect) on contextual other — direct vs indirect must be kept separate\n\nAdditional corpus sources informed the synthesis without anchoring a foregrounded quantitative claim and are catalogued for completeness: Uhlig-Reche 2025.\n## References\n\n- **Pokora 2021.** _The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers._ 2021. DOI: 10.3390/ijerph18136906. PMID: 34199101.\n- **Gravel 2019.** _Acute effect of Finnish sauna bathing on brachial artery flow‐mediated dilation and reactive hyperemia in healthy middle‐aged and older adults._ 2019. DOI: 10.14814/phy2.14166. PMID: 31293098.\n- **Szafraniec 2025.** _Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women._ 2025. DOI: 10.1038/s41598-025-29035-w. PMID: 41461792.\n- **Laukkanen 2018.** _Sauna bathing is associated with reduced cardiovascular mortality and improves risk prediction in men and women: a prospective cohort study._ 2018. DOI: 10.1186/s12916-018-1198-0. PMID: 30486813.\n- **Lee 2025.** _Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial._ 2025. DOI: 10.14814/phy2.70449. PMID: 40611569.\n- **Laukkanen 2023.** _The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study._ 2023. DOI: 10.1007/s12603-023-1895-1. PMID: 37248758.\n- **Lee 2022.** _Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial._ 2022. DOI: 10.1152/ajpregu.00076.2022. PMID: 35785965.\n- **Kunutsor 2018.** _Short-term effects of Finnish sauna bathing on blood-based markers of cardiovascular function in non-naive sauna users._ 2018. DOI: 10.1007/s00380-018-1202-9. PMID: 29971466.\n- **Flynn 2023.** _Feasibility and pilot study of passive heat therapy on cardiovascular performance and laboratory values in older adults._ 2023. DOI: 10.1186/s40814-023-01314-1. PMID: 37221607.\n- **Kunutsor 2022.** _Inflammation, sauna bathing, and all-cause mortality in middle-aged and older Finnish men: a cohort study._ 2022. DOI: 10.1007/s10654-022-00926-w. PMID: 36255556.\n- **Brunt 2016.** _Passive heat therapy improves endothelial function, arterial stiffness and blood pressure in sedentary humans._ 2016. DOI: 10.1113/jp272453. PMID: 27270841.\n- **Engstrom 2024.** _Sauna bathing in northern Sweden: results from the MONICA study 2022._ 2024. DOI: 10.1080/22423982.2024.2419698. PMID: 39446139.\n- **Knekt 2020.** _Does sauna bathing protect against dementia?._ 2020. DOI: 10.1016/j.pmedr.2020.101221. PMID: 33088678.\n- **Passive Heat Therapy 2023.** _Passive heat therapy improves cognitive and cerebrovascular function in healthy midlife and older adults._ 2023. DOI: 10.1152/physiol.2023.38.s1.5731414.\n- **Uhlig-Reche 2025.** _The Effect of Eight Weeks of Passive Heat Therapy on Mental Health, Sleep, and Chronic Pain in Persons with Spinal Cord Injury: A Pilot Study._ 2025. DOI: 10.3390/jcm14103566. PMID: 40429561.\n- **Hussain 2022.** _Infrared sauna as exercise-mimetic? Physiological responses to infrared sauna vs exercise in healthy women: A randomized controlled crossover trial._ 2022. DOI: 10.1016/j.ctim.2021.102798. PMID: 34954348.\n- **Behzadi 2020.** _Impact of Finnish sauna bathing on circulating markers of inflammation in healthy middle-aged and older adults: A crossover study._ 2020. DOI: 10.1016/j.ctim.2020.102486. PMID: 32951736.\n- **Passive Heat Therapy 2019.** _Passive Heat Therapy Lowers Systolic Blood Pressure and Improves Vascular Endothelial Function in Healthy Older Adults._ 2019. DOI: 10.1096/fasebj.2019.33.1_supplement.829.2.\n- **Sauna Bathing as an Alternative 2023.** _Sauna Bathing as an Alternative Adjunct Therapy in the Prevention and Treatment of Chronic Health Conditions Including Cardiovascular Disease, Neurodegenerative Disease, Metabolic Disease, and Mental Health Disorders._ 2023. DOI: 10.18103/mra.v11i6.3965.\n- **Laukkanen 2018b.** _Acute effects of sauna bathing on cardiovascular function._ 2018. DOI: 10.1038/s41371-017-0008-z. PMID: 29269746.\n- **Effect of a Four-Week Extreme 2025.** _Effect of a Four-Week Extreme Heat (100 ± 2 °C) Sauna Baths Program in Combination with Resistance Training on Lower Limb Strength and Body Composition: A Blinded, Randomized Study._ 2025. DOI: 10.3390/app151910762.\n- **Nothnagel 2024.** _Death after sauna—case report of a heat stroke associated subarachnoid hemorrhage._ 2024. DOI: 10.3389/fcvm.2024.1476962. PMID: 39660118.\n- **Radtke 2016.** _Acute effects of Finnish sauna and cold-water immersion on haemodynamic variables and autonomic nervous system activity in patients with heart failure._ 2016. DOI: 10.1177/2047487315594506. PMID: 26152773.\n- **Brunt 2018.** _Passive heat therapy protects against endothelial cell hypoxia-reoxygenation via effects of elevations in temperature and circulating factors._ 2018. DOI: 10.1113/jp276559. PMID: 30118148.\n\n### Background References\n\n*Methodological references cited in prose. Each entry's `citation_token` appears at least once in the body of the paper, paired with its numeric per the background-literature gate (Fix #16).*\n\n- **Ioannidis 2005.** _Ioannidis JPA. Why most published research findings are false. PLoS Med. 2005;2(8):e124._ (methodological reference) DOI: 10.1371/journal.pmed.0020124. PMID: 16060722.\n","metadata":{"abstract":"This synthesis tests the thesis that evidence for Sauna bathing is context-dependent, separating outcome-specific signals from broader claims and identifying the evidence gaps that should bound interpretation. Evidence-honesty note: 21/24 retained sources are indirect, review-level, adjacent, or mechanistic and are used only to bound interpretation. The conclusion therefore does not support broad causal, clinical, or policy claims. This paper synthesizes evidence on Sauna bathing across 24 included source papers and 457 high-confidence extracted claims. The evidence profile contains 3 direct clinical sources, 21 adjacent clinical sources, and no sources classified primarily as mechanistic or model-system evidence, with 66 cross-study disagreements across the evidence base. Positive study-level signals are summarized in the cognitive outcome class; null signals are summarized in the contextual adjacent evidence, longevity, muscle function, and safety and comorbidity outcome classes; negative signals are not the dominant direction in any outcome class; mixed or heterogeneous signals are summarized in the cardiometabolic and immune and inflammation outcome classes. 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The conclusion therefore does not support broad causal, clinical, or policy claims.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_3","claim":"This paper synthesizes evidence on Sauna bathing across 24 included source papers and 457 high-confidence extracted claims.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_4","claim":"The evidence profile contains 3 direct clinical sources, 21 adjacent clinical sources, and no sources classified primarily as mechanistic or model-system evidence, with 66 cross-study disagreements across the evidence base.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_5","claim":"Positive study-level signals are summarized in the cognitive outcome class; null signals are summarized in the contextual adjacent evidence, longevity, muscle function, and safety and comorbidity outcome classes; negative signals are not the dominant direction in any outcome class; mixed or heterogeneous signals are summarized in the cardiometabolic and immune and inflammation outcome classes. The paper therefore interprets the corpus as a tiered evidence profile rather than as a single pooled effect.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_6","claim":"The conclusion is that Sauna bathing should be treated as a bounded geroscience hypothesis: the retained clinical and adjacent evidence profile defines the scope for targeted testing, while mixed and null findings limit any unqualified anti-aging claim.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_7","claim":"This manuscript is reported as a Thin-corpus evidence brief. A deterministic protocol governed source retrieval, screening, extraction, and synthesis; the protocol was frozen before manuscript rendering. The full audit trail is in the supplementary `methods_pack.json` and the timestamped submission directory `synthesis-sauna_heat_therapy-v06-DAILY-2026-06-24T21-58-14Z`.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_8","claim":"The following fields were extracted from each included source: study design, population / cohort, intervention or exposure, comparator, outcome class, effect direction, effect size, confidence interval or credible interval, p-value, sample size, follow-up duration, risk-of-bias rating. Under the calibration rule, source verification in the public bundle is limited to reference-level metadata; exact statistics and effect directions are drawn from these structured extraction artifacts (the synthesis manifest, risk-of-bias sidecar when populated, and claim registry) rather than from re-parsed full text.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_9","claim":"Risk-of-bias framework assignment follows study design (RoB-2 for RCTs, ROBINS-I for non-randomised studies, AMSTAR-2 for systematic reviews / meta-analyses). Public appraisal claims are limited to populated `risk_of_bias.json` rows; when no populated ratings are present, interpretation remains bounded by source tier and directness rather than formal RoB certification.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_10","claim":"Evidence-tension synthesis: claims grouped by outcome class (cardiometabolic, cognitive, contextual adjacent evidence, immune and inflammation, longevity, muscle function, safety and comorbidity); within-class agreement, disagreement, and directness gaps surfaced explicitly. Quantitative pooling applied only where ≥3 sources reported a comparable endpoint with extractable effect estimates.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_11","claim":"Source retrieval, claim extraction, evidence routing, and prose drafting were assisted by large language models under a deterministic audit-trail protocol. Every manuscript claim is traceable to a source record in the supplementary `manifest.json`. Final eligibility and interpretation decisions are author-verified.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_12","claim":"Outcome-class note:** Contextual Adjacent Evidence denotes background, boundary-condition, or adjacent-outcome sources. It is not pooled with direct outcome evidence; these sources bound scope, safety, methods, and translation rather than serving as equal-weight support for the main efficacy claim.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_13","claim":"| Evidence domain | Corpus slice | Strongest signal | Directness | Main limitation |","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_14","claim":"| Contextual Adjacent Evidence | n=6; claims=232 | no extracted directional signal in 4/6 sources | 1 direct; 5 indirect | limited corpus depth in this outcome class |","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_15","claim":"This evidence brief reports outcome packets as a map of retained evidence rather than as a full journal Results narrative or pooled effect estimate.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_16","claim":"6 included sources were assigned to this outcome class. Directional coding: null=4, unclear=2. Directness coding: direct=1, indirect=5.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_17","claim":"3 included sources were assigned to this outcome class. Directional coding: null=2, unclear=1. Directness coding: indirect=2, review=1.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_18","claim":"1 included source were assigned to this outcome class. Directional coding: null=1. Directness coding: review=1.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_19","claim":"1 included source were assigned to this outcome class. Directional coding: null=1. Directness coding: indirect=1.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_20","claim":"Verification note:** Reference-only or no-abstract records are treated as verification-limited context, not as equal-weight support for the main claim.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_21","claim":"The curated corpus is dominated by Finnish and Northern-European prospective cohorts (e. For example, Laukkanen 2018, Kunutsor 2022, Knekt 2020, Engstrom 2024) and by acute-physiology crossover or pilot studies (Gravel 2019, Szafraniec 2025, Kunutsor 2018), with only a handful of randomized trials (Lee 2022, Lee 2025, Hussain 2022, Radtke 2016, Flynn 2023,, Effect of a Four-Week Extreme 2025). No long-term, hard-endpoint mortality RCT in non-diabetic adults is represented, so any inference linking sauna exposure to longevity rests on indirect, observational signals rather than a randomized test of the claim. Readers should treat absence of a trial class as absence of evidence, not as evidence of absence.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_22","claim":"Several outcome claims in this synthesis are supported by a single source and therefore cannot be triangulated within the corpus. The cognitive-endpoint signal (Passive Heat Therapy 2023, Fluid Cognition Composite P = 0.03) is the only direct cognitive finding, and the muscle-function claim (Effect of a Four-Week Extreme 2025, 1RM squat P < 0.05) likewise rests on one trial. Conclusions drawn from any single source can be interpreted as single-trial estimates whose magnitude, direction, and population fit have not been independently replicated in the curated evidence base.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_23","claim":"Several clinically relevant claims are supported only by mechanistic or biomarker-level evidence rather than by event-driven human data. Heat-stress cellular protection (Brunt 2018), endothelial hypoxia–reoxygenation rescue, and exercise-mimetic comparisons (Hussain 2022, where physiological responses differed between 45-min infrared sauna and exercise at P < 0.0005) provide plausibility but cannot be substituted for clinical outcome trials. The cognitive benefit reported by Passive Heat Therapy 2023 (P = 0.03) and the cardiometabolic improvements summarized across reviews (Brunt 2016; Passive Heat Therapy 2019, reporting a roughly 10 mmHg SBP reduction in older adults) have not been bridged to a randomized, adequately powered trial with incident-dementia or major-adverse-cardiovascular-event endpoints. Until such trials exist, the mechanistic-to-clinic gap remains the principal ceiling on any causal or quantitative claim derived from this corpus.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_24","claim":"For Sauna bathing, the final interpretation is deliberately tiered: the retained clinical and adjacent evidence profile defines a bounded geroscience rationale, but the corpus does not support treating mechanistic target engagement, intermediate biomarkers, and patient-relevant outcomes as interchangeable evidence. The closing claim should therefore be read as a map of what the retained studies can support, not as a clinical recommendation or a general anti-aging endorsement. Positive signals identify hypotheses and candidate contexts; null, mixed, or adverse signals identify the boundaries that future work must test directly. The evidence hierarchy remains load-bearing here: direct interventional hard-endpoint records carry more interpretive weight than adjacent clinical evidence, and both carry more translational weight than mechanistic or model systems. A stronger future conclusion would require larger direct human samples, prespecified endpoints, longer follow-up, comparable intervention characterization, transparent safety capture, and a consistent direction of effect across clinically proximate outcomes. Until that evidence exists, the paper's conclusion is that the topic is worth structured follow-up only within the boundaries defined by the included source set. That boundary is not a weakness in the paper; it is the main claim that keeps the synthesis reusable. Readers should carry forward the evidence classes separately: favorable mechanistic or surrogate findings can motivate experiments, indirect human findings can prioritize populations and endpoints, and direct clinical findings define the current ceiling for applied interpretation. The current corpus may support Sauna bathing as a general health or lifestyle intervention where otherwise indicated, but does not justify marketing it as a standalone geroprotective or anti-aging intervention with proven hard-longevity effects. Any downstream use should preserve that tiered reading rather than compressing the corpus into a simple yes/no verdict for clinical practice or public messaging.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_25","claim":"This synthesis maps 24 included sources on Sauna Heat Therapy across 7 outcome classes and 66 cross-study disagreements. It separates endpoint-specific evidence from broad geroprotection claims so that favorable biomarker signals are not treated as proof of durable healthspan benefit.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_26","claim":"Across 24 curated reference papers, the evidence base for Sauna shows a context-dependent profile. Positive signals appear in cardiometabolic and cognitive outcomes. Negative signals appear in cardiometabolic and immune outcomes. Null findings dominate contextual other and longevity outcomes. The synthesis surfaces cross-study disagreements across outcome classes — see Cross-Domain Synthesis. The Sauna anti-aging case as currently constituted is incomplete: mechanistic plausibility coexists with mixed or sparse human-RCT evidence, and the boundary conditions remain to be established.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_27","claim":"Prior reviews in the corpus (Brunt 2016, Passive Heat Therapy 2023, Behzadi 2020, Passive Heat Therapy 2019, Sauna Bathing as an Alternative 2023) emphasize convergent signals on Sauna Heat Therapy. This synthesis adds a design-level evidence-weighting layer and an explicit cross-study disagreement map, keeping boundary conditions visible instead of averaging them away in narrative summary.","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_28","claim":"| Evidence domain | Direct sources | Indirect / mechanism sources | Direction profile | Interpretation boundary |","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_29","claim":"| safety and comorbidity | 0 | 1 | null | direct interventional hard-endpoint gap |","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]},{"claim_id":"claim_30","claim":"| P1 | longevity: direct interventional hard-endpoint gap | 0 direct and 3 indirect sources; direction profile: null, unclear |","candidate_sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022"}]}]}},{"name":"claim_graph.json","media_type":"application/json","content":{"publication_id":"3db23bf9-1a8b-494f-8560-9beecc746fac","content_hash":"sha256:1f83213c8781b534771027e0c8945fb01232522af23f535185e9a4d844534263","nodes":[{"id":"3db23bf9-1a8b-494f-8560-9beecc746fac","type":"publication","title":"Hypothesis-Generating Brief: Sauna bathing — full paper"},{"id":"claim_1","type":"claim","text":"This synthesis tests the thesis that evidence for Sauna bathing is context-dependent, separating outcome-specific signals from broader claims and identifying the evidence gaps that should bound interpretation."},{"id":"claim_2","type":"claim","text":"Evidence-honesty note: 21/24 retained sources are indirect, review-level, adjacent, or mechanistic and are used only to bound interpretation. The conclusion therefore does not support broad causal, clinical, or policy claims."},{"id":"claim_3","type":"claim","text":"This paper synthesizes evidence on Sauna bathing across 24 included source papers and 457 high-confidence extracted claims."},{"id":"claim_4","type":"claim","text":"The evidence profile contains 3 direct clinical sources, 21 adjacent clinical sources, and no sources classified primarily as mechanistic or model-system evidence, with 66 cross-study disagreements across the evidence base."},{"id":"claim_5","type":"claim","text":"Positive study-level signals are summarized in the cognitive outcome class; null signals are summarized in the contextual adjacent evidence, longevity, muscle function, and safety and comorbidity outcome classes; negative signals are not the dominant direction in any outcome class; mixed or heterogeneous signals are summarized in the cardiometabolic and immune and inflammation outcome classes. The paper therefore interprets the corpus as a tiered evidence profile rather than as a single pooled effect."},{"id":"claim_6","type":"claim","text":"The conclusion is that Sauna bathing should be treated as a bounded geroscience hypothesis: the retained clinical and adjacent evidence profile defines the scope for targeted testing, while mixed and null findings limit any unqualified anti-aging claim."},{"id":"claim_7","type":"claim","text":"This manuscript is reported as a Thin-corpus evidence brief. A deterministic protocol governed source retrieval, screening, extraction, and synthesis; the protocol was frozen before manuscript rendering. The full audit trail is in the supplementary `methods_pack.json` and the timestamped submission directory `synthesis-sauna_heat_therapy-v06-DAILY-2026-06-24T21-58-14Z`."},{"id":"claim_8","type":"claim","text":"The following fields were extracted from each included source: study design, population / cohort, intervention or exposure, comparator, outcome class, effect direction, effect size, confidence interval or credible interval, p-value, sample size, follow-up duration, risk-of-bias rating. Under the calibration rule, source verification in the public bundle is limited to reference-level metadata; exact statistics and effect directions are drawn from these structured extraction artifacts (the synthesis manifest, risk-of-bias sidecar when populated, and claim registry) rather than from re-parsed full text."},{"id":"claim_9","type":"claim","text":"Risk-of-bias framework assignment follows study design (RoB-2 for RCTs, ROBINS-I for non-randomised studies, AMSTAR-2 for systematic reviews / meta-analyses). Public appraisal claims are limited to populated `risk_of_bias.json` rows; when no populated ratings are present, interpretation remains bounded by source tier and directness rather than formal RoB certification."},{"id":"claim_10","type":"claim","text":"Evidence-tension synthesis: claims grouped by outcome class (cardiometabolic, cognitive, contextual adjacent evidence, immune and inflammation, longevity, muscle function, safety and comorbidity); within-class agreement, disagreement, and directness gaps surfaced explicitly. Quantitative pooling applied only where ≥3 sources reported a comparable endpoint with extractable effect estimates."},{"id":"claim_11","type":"claim","text":"Source retrieval, claim extraction, evidence routing, and prose drafting were assisted by large language models under a deterministic audit-trail protocol. Every manuscript claim is traceable to a source record in the supplementary `manifest.json`. Final eligibility and interpretation decisions are author-verified."},{"id":"claim_12","type":"claim","text":"Outcome-class note:** Contextual Adjacent Evidence denotes background, boundary-condition, or adjacent-outcome sources. It is not pooled with direct outcome evidence; these sources bound scope, safety, methods, and translation rather than serving as equal-weight support for the main efficacy claim."},{"id":"claim_13","type":"claim","text":"| Evidence domain | Corpus slice | Strongest signal | Directness | Main limitation |"},{"id":"claim_14","type":"claim","text":"| Contextual Adjacent Evidence | n=6; claims=232 | no extracted directional signal in 4/6 sources | 1 direct; 5 indirect | limited corpus depth in this outcome class |"},{"id":"claim_15","type":"claim","text":"This evidence brief reports outcome packets as a map of retained evidence rather than as a full journal Results narrative or pooled effect estimate."},{"id":"claim_16","type":"claim","text":"6 included sources were assigned to this outcome class. Directional coding: null=4, unclear=2. Directness coding: direct=1, indirect=5."},{"id":"claim_17","type":"claim","text":"3 included sources were assigned to this outcome class. Directional coding: null=2, unclear=1. Directness coding: indirect=2, review=1."},{"id":"claim_18","type":"claim","text":"1 included source were assigned to this outcome class. Directional coding: null=1. Directness coding: review=1."},{"id":"claim_19","type":"claim","text":"1 included source were assigned to this outcome class. Directional coding: null=1. Directness coding: indirect=1."},{"id":"claim_20","type":"claim","text":"Verification note:** Reference-only or no-abstract records are treated as verification-limited context, not as equal-weight support for the main claim."},{"id":"claim_21","type":"claim","text":"The curated corpus is dominated by Finnish and Northern-European prospective cohorts (e. For example, Laukkanen 2018, Kunutsor 2022, Knekt 2020, Engstrom 2024) and by acute-physiology crossover or pilot studies (Gravel 2019, Szafraniec 2025, Kunutsor 2018), with only a handful of randomized trials (Lee 2022, Lee 2025, Hussain 2022, Radtke 2016, Flynn 2023,, Effect of a Four-Week Extreme 2025). No long-term, hard-endpoint mortality RCT in non-diabetic adults is represented, so any inference linking sauna exposure to longevity rests on indirect, observational signals rather than a randomized test of the claim. Readers should treat absence of a trial class as absence of evidence, not as evidence of absence."},{"id":"claim_22","type":"claim","text":"Several outcome claims in this synthesis are supported by a single source and therefore cannot be triangulated within the corpus. The cognitive-endpoint signal (Passive Heat Therapy 2023, Fluid Cognition Composite P = 0.03) is the only direct cognitive finding, and the muscle-function claim (Effect of a Four-Week Extreme 2025, 1RM squat P < 0.05) likewise rests on one trial. Conclusions drawn from any single source can be interpreted as single-trial estimates whose magnitude, direction, and population fit have not been independently replicated in the curated evidence base."},{"id":"claim_23","type":"claim","text":"Several clinically relevant claims are supported only by mechanistic or biomarker-level evidence rather than by event-driven human data. Heat-stress cellular protection (Brunt 2018), endothelial hypoxia–reoxygenation rescue, and exercise-mimetic comparisons (Hussain 2022, where physiological responses differed between 45-min infrared sauna and exercise at P < 0.0005) provide plausibility but cannot be substituted for clinical outcome trials. The cognitive benefit reported by Passive Heat Therapy 2023 (P = 0.03) and the cardiometabolic improvements summarized across reviews (Brunt 2016; Passive Heat Therapy 2019, reporting a roughly 10 mmHg SBP reduction in older adults) have not been bridged to a randomized, adequately powered trial with incident-dementia or major-adverse-cardiovascular-event endpoints. Until such trials exist, the mechanistic-to-clinic gap remains the principal ceiling on any causal or quantitative claim derived from this corpus."},{"id":"claim_24","type":"claim","text":"For Sauna bathing, the final interpretation is deliberately tiered: the retained clinical and adjacent evidence profile defines a bounded geroscience rationale, but the corpus does not support treating mechanistic target engagement, intermediate biomarkers, and patient-relevant outcomes as interchangeable evidence. The closing claim should therefore be read as a map of what the retained studies can support, not as a clinical recommendation or a general anti-aging endorsement. Positive signals identify hypotheses and candidate contexts; null, mixed, or adverse signals identify the boundaries that future work must test directly. The evidence hierarchy remains load-bearing here: direct interventional hard-endpoint records carry more interpretive weight than adjacent clinical evidence, and both carry more translational weight than mechanistic or model systems. A stronger future conclusion would require larger direct human samples, prespecified endpoints, longer follow-up, comparable intervention characterization, transparent safety capture, and a consistent direction of effect across clinically proximate outcomes. Until that evidence exists, the paper's conclusion is that the topic is worth structured follow-up only within the boundaries defined by the included source set. That boundary is not a weakness in the paper; it is the main claim that keeps the synthesis reusable. Readers should carry forward the evidence classes separately: favorable mechanistic or surrogate findings can motivate experiments, indirect human findings can prioritize populations and endpoints, and direct clinical findings define the current ceiling for applied interpretation. The current corpus may support Sauna bathing as a general health or lifestyle intervention where otherwise indicated, but does not justify marketing it as a standalone geroprotective or anti-aging intervention with proven hard-longevity effects. Any downstream use should preserve that tiered reading rather than compressing the corpus into a simple yes/no verdict for clinical practice or public messaging."},{"id":"claim_25","type":"claim","text":"This synthesis maps 24 included sources on Sauna Heat Therapy across 7 outcome classes and 66 cross-study disagreements. It separates endpoint-specific evidence from broad geroprotection claims so that favorable biomarker signals are not treated as proof of durable healthspan benefit."},{"id":"claim_26","type":"claim","text":"Across 24 curated reference papers, the evidence base for Sauna shows a context-dependent profile. Positive signals appear in cardiometabolic and cognitive outcomes. Negative signals appear in cardiometabolic and immune outcomes. Null findings dominate contextual other and longevity outcomes. The synthesis surfaces cross-study disagreements across outcome classes — see Cross-Domain Synthesis. The Sauna anti-aging case as currently constituted is incomplete: mechanistic plausibility coexists with mixed or sparse human-RCT evidence, and the boundary conditions remain to be established."},{"id":"claim_27","type":"claim","text":"Prior reviews in the corpus (Brunt 2016, Passive Heat Therapy 2023, Behzadi 2020, Passive Heat Therapy 2019, Sauna Bathing as an Alternative 2023) emphasize convergent signals on Sauna Heat Therapy. This synthesis adds a design-level evidence-weighting layer and an explicit cross-study disagreement map, keeping boundary conditions visible instead of averaging them away in narrative summary."},{"id":"claim_28","type":"claim","text":"| Evidence domain | Direct sources | Indirect / mechanism sources | Direction profile | Interpretation boundary |"},{"id":"claim_29","type":"claim","text":"| safety and comorbidity | 0 | 1 | null | direct interventional hard-endpoint gap |"},{"id":"claim_30","type":"claim","text":"| P1 | longevity: direct interventional hard-endpoint gap | 0 direct and 3 indirect sources; direction profile: null, unclear |"},{"id":"source_1","type":"source","study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","year":2021,"doi":"10.3390/ijerph18136906","url":"https://doi.org/10.3390/ijerph18136906","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_2","type":"source","study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","year":2025,"doi":"10.1038/s41598-025-29035-w","url":"https://doi.org/10.1038/s41598-025-29035-w","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_3","type":"source","study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","year":2025,"doi":"10.14814/phy2.70449","url":"https://doi.org/10.14814/phy2.70449","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_4","type":"source","study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","year":2023,"doi":"10.1007/s12603-023-1895-1","url":"https://doi.org/10.1007/s12603-023-1895-1","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_5","type":"source","study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","year":2022,"doi":"10.1152/ajpregu.00076.2022","url":"https://doi.org/10.1152/ajpregu.00076.2022","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_6","type":"source","study":"Feasibility and pilot study of passive heat therapy on cardiovascular performance and laboratory values in older adults","year":2023,"doi":"10.1186/s40814-023-01314-1","url":"https://doi.org/10.1186/s40814-023-01314-1","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_7","type":"source","study":"Inflammation, sauna bathing, and all-cause mortality in middle-aged and older Finnish men: a cohort study","year":2022,"doi":"10.1007/s10654-022-00926-w","url":"https://doi.org/10.1007/s10654-022-00926-w","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_8","type":"source","study":"Sauna bathing in northern Sweden: results from the MONICA study 2022","year":2024,"doi":"10.1080/22423982.2024.2419698","url":"https://doi.org/10.1080/22423982.2024.2419698","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_9","type":"source","study":"Does sauna bathing protect against dementia?","year":2020,"doi":"10.1016/j.pmedr.2020.101221","url":"https://doi.org/10.1016/j.pmedr.2020.101221","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_10","type":"source","study":"Passive heat therapy improves cognitive and cerebrovascular function in healthy midlife and older adults","year":2023,"doi":"10.1152/physiol.2023.38.s1.5731414","url":"https://doi.org/10.1152/physiol.2023.38.s1.5731414","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_11","type":"source","study":"The Effect of Eight Weeks of Passive Heat Therapy on Mental Health, Sleep, and Chronic Pain in Persons with Spinal Cord Injury: A Pilot Study","year":2025,"doi":"10.3390/jcm14103566","url":"https://doi.org/10.3390/jcm14103566","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_12","type":"source","study":"Infrared sauna as exercise-mimetic? Physiological responses to infrared sauna vs exercise in healthy women: A randomized controlled crossover trial.","year":2022,"doi":"10.1016/j.ctim.2021.102798","url":"https://doi.org/10.1016/j.ctim.2021.102798","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_13","type":"source","study":"Impact of Finnish sauna bathing on circulating markers of inflammation in healthy middle-aged and older adults: A crossover study.","year":2020,"doi":"10.1016/j.ctim.2020.102486","url":"https://doi.org/10.1016/j.ctim.2020.102486","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_14","type":"source","study":"Sauna Bathing as an Alternative Adjunct Therapy in the Prevention and Treatment of Chronic Health Conditions Including Cardiovascular Disease, Neurodegenerative Disease, Metabolic Disease, and Mental Health Disorders","year":2023,"doi":"10.18103/mra.v11i6.3965","url":"https://doi.org/10.18103/mra.v11i6.3965","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_15","type":"source","study":"Effect of a Four-Week Extreme Heat (100 ± 2 °C) Sauna Baths Program in Combination with Resistance Training on Lower Limb Strength and Body Composition: A Blinded, Randomized Study","year":2025,"doi":"10.3390/app151910762","url":"https://doi.org/10.3390/app151910762","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_16","type":"source","study":"Death after sauna—case report of a heat stroke associated subarachnoid hemorrhage","year":2024,"doi":"10.3389/fcvm.2024.1476962","url":"https://doi.org/10.3389/fcvm.2024.1476962","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_17","type":"source","study":"Acute effect of Finnish sauna bathing on brachial artery flow‐mediated dilation and reactive hyperemia in healthy middle‐aged and older adults","year":2019,"doi":"10.14814/phy2.14166","url":"https://doi.org/10.14814/phy2.14166","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_18","type":"source","study":"Sauna bathing is associated with reduced cardiovascular mortality and improves risk prediction in men and women: a prospective cohort study","year":2018,"doi":"10.1186/s12916-018-1198-0","url":"https://doi.org/10.1186/s12916-018-1198-0","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_19","type":"source","study":"Short-term effects of Finnish sauna bathing on blood-based markers of cardiovascular function in non-naive sauna users","year":2018,"doi":"10.1007/s00380-018-1202-9","url":"https://doi.org/10.1007/s00380-018-1202-9","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"id":"source_20","type":"source","study":"Passive heat therapy improves endothelial function, arterial stiffness and blood pressure in sedentary humans.","year":2016,"doi":"10.1113/jp272453","url":"https://doi.org/10.1113/jp272453","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_21","type":"source","study":"Passive Heat Therapy Lowers Systolic Blood Pressure and Improves Vascular Endothelial Function in Healthy Older Adults","year":2019,"doi":"10.1096/fasebj.2019.33.1_supplement.829.2","url":"https://doi.org/10.1096/fasebj.2019.33.1_supplement.829.2","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_22","type":"source","study":"Acute effects of sauna bathing on cardiovascular function.","year":2018,"doi":"10.1038/s41371-017-0008-z","url":"https://doi.org/10.1038/s41371-017-0008-z","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_23","type":"source","study":"Passive heat therapy protects against endothelial cell hypoxia-reoxygenation via effects of elevations in temperature and circulating factors.","year":2018,"doi":"10.1113/jp276559","url":"https://doi.org/10.1113/jp276559","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_24","type":"source","study":"Acute effects of Finnish sauna and cold-water immersion on haemodynamic variables and autonomic nervous system activity in patients with heart failure.","year":2016,"doi":"10.1177/2047487315594506","url":"https://doi.org/10.1177/2047487315594506","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"id":"source_25","type":"source","study":"**Outcome class** is assigned from the source's bound endpoint, population, and claim text; adjacent/background sources are separated from clinical outcome slices.","year":null,"doi":null,"url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"citation"},{"id":"source_26","type":"source","study":"**Directness** is coded as direct only when a source tests the topic against a clinically proximate outcome in the relevant population; a qualifying direct source would be a human interventional or hard-endpoint study of the topic itself. Indirect human, review-level, and mechanistic sources are weighted separately.","year":null,"doi":null,"url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"citation"},{"id":"source_27","type":"source","study":"**Directional signal** is counted within the assigned outcome class only. A `no extracted directional signal` cell means the retained sources in that outcome slice did not yield a coded positive, negative, or mixed direction for that slice; it is not a claim that the source reports no associations anywhere else.","year":null,"doi":null,"url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"citation"},{"id":"source_28","type":"source","study":"**Evidence tier** follows the deterministic tier/directness taxonomy used in the source builder; the prose writer cannot move a source between classes after sources are frozen.","year":null,"doi":null,"url":null,"population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"citation"},{"id":"source_29","type":"source","study":"Ioannidis 2005","year":null,"doi":"10.1371/journal.pmed.0020124","url":"https://doi.org/10.1371/journal.pmed.0020124","population":"not extracted","intervention_or_exposure":"not extracted","comparator":"not extracted","endpoint":"not extracted","effect":"not extracted","risk_of_bias":"not appraised in public sidecar","directness":"citation"}],"edges":[{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_1","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_2","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_3","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_4","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_5","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_6","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_7","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_8","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_9","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_10","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_11","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_12","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_13","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_14","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_15","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_16","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_17","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_18","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_19","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_20","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_21","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_22","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_23","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_24","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_25","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_26","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_27","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_28","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_29","type":"contains_claim"},{"from":"3db23bf9-1a8b-494f-8560-9beecc746fac","to":"claim_30","type":"contains_claim"}],"screening":{"identified":24,"screened":24,"excluded":0,"included":24,"included_or_retained":24,"flow":["identified","screened","excluded_with_reasons","included"],"wording":"24 candidate receipts retained after source retrieval, deduplication, and topic filtering. This is an evidence-map screening trace, not a PRISMA full-text exclusion audit.","exclusion_reasons":["No PRISMA full-text exclusion-stage filter was applied."]}}},{"name":"contradiction_map.json","media_type":"application/json","content":{"publication_id":"3db23bf9-1a8b-494f-8560-9beecc746fac","screening":{"identified":24,"screened":24,"excluded":0,"included":24,"included_or_retained":24,"flow":["identified","screened","excluded_with_reasons","included"],"wording":"24 candidate receipts retained after source retrieval, deduplication, and topic filtering. This is an evidence-map screening trace, not a PRISMA full-text exclusion audit.","exclusion_reasons":["No PRISMA full-text exclusion-stage filter was applied."]},"limitations":["This is an agent-assisted evidence map, not a PRISMA-complete systematic review or clinical guideline.","It is not PROSPERO-registered and should not be read as medical advice.","Public sidecars expose citation traces and extraction status; empty fields mean not extracted, not assumed absent."],"contradictions":["Positive study-level signals are summarized in the cognitive outcome class; null signals are summarized in the contextual adjacent evidence, longevity, muscle function, and safety and comorbidity outcome classes; negative signals are not the dominant direction in any outcome class; mixed or heterogeneous signals are summarized in the cardiometabolic and immune and inflammation outcome classes. The paper therefore interprets the corpus as a tiered evidence profile rather than as a single pooled effect.","The conclusion is that Sauna bathing should be treated as a bounded geroscience hypothesis: the retained clinical and adjacent evidence profile defines the scope for targeted testing, while mixed and null findings limit any unqualified anti-aging claim.","Several clinically relevant claims are supported only by mechanistic or biomarker-level evidence rather than by event-driven human data. Heat-stress cellular protection (Brunt 2018), endothelial hypoxia–reoxygenation rescue, and exercise-mimetic comparisons (Hussain 2022, where physiological responses differed between 45-min infrared sauna and exercise at P < 0.0005) provide plausibility but cannot be substituted for clinical outcome trials. The cognitive benefit reported by Passive Heat Therapy 2023 (P = 0.03) and the cardiometabolic improvements summarized across reviews (Brunt 2016; Passive Heat Therapy 2019, reporting a roughly 10 mmHg SBP reduction in older adults) have not been bridged to a randomized, adequately powered trial with incident-dementia or major-adverse-cardiovascular-event endpoints. Until such trials exist, the mechanistic-to-clinic gap remains the principal ceiling on any causal or quantitative claim derived from this corpus.","For Sauna bathing, the final interpretation is deliberately tiered: the retained clinical and adjacent evidence profile defines a bounded geroscience rationale, but the corpus does not support treating mechanistic target engagement, intermediate biomarkers, and patient-relevant outcomes as interchangeable evidence. The closing claim should therefore be read as a map of what the retained studies can support, not as a clinical recommendation or a general anti-aging endorsement. Positive signals identify hypotheses and candidate contexts; null, mixed, or adverse signals identify the boundaries that future work must test directly. The evidence hierarchy remains load-bearing here: direct interventional hard-endpoint records carry more interpretive weight than adjacent clinical evidence, and both carry more translational weight than mechanistic or model systems. A stronger future conclusion would require larger direct human samples, prespecified endpoints, longer follow-up, comparable intervention characterization, transparent safety capture, and a consistent direction of effect across clinically proximate outcomes. Until that evidence exists, the paper's conclusion is that the topic is worth structured follow-up only within the boundaries defined by the included source set. That boundary is not a weakness in the paper; it is the main claim that keeps the synthesis reusable. Readers should carry forward the evidence classes separately: favorable mechanistic or surrogate findings can motivate experiments, indirect human findings can prioritize populations and endpoints, and direct clinical findings define the current ceiling for applied interpretation. The current corpus may support Sauna bathing as a general health or lifestyle intervention where otherwise indicated, but does not justify marketing it as a standalone geroprotective or anti-aging intervention with proven hard-longevity effects. Any downstream use should preserve that tiered reading rather than compressing the corpus into a simple yes/no verdict for clinical practice or public messaging.","Across 24 curated reference papers, the evidence base for Sauna shows a context-dependent profile. Positive signals appear in cardiometabolic and cognitive outcomes. Negative signals appear in cardiometabolic and immune outcomes. Null findings dominate contextual other and longevity outcomes. The synthesis surfaces cross-study disagreements across outcome classes — see Cross-Domain Synthesis. The Sauna anti-aging case as currently constituted is incomplete: mechanistic plausibility coexists with mixed or sparse human-RCT evidence, and the boundary conditions remain to be established."]}},{"name":"evidence_table.csv","media_type":"text/csv","content":"study,population,intervention_or_exposure,comparator,endpoint,effect,risk_of_bias,directness\r\nThe Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nAcute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nRegular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\n\"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\n\"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nFeasibility and pilot study of passive heat therapy on cardiovascular performance and laboratory values in older adults,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\n\"Inflammation, sauna bathing, and all-cause mortality in middle-aged and older Finnish men: a cohort study\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nSauna bathing in northern Sweden: results from the MONICA study 2022,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nDoes sauna bathing protect against dementia?,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nPassive heat therapy improves cognitive and cerebrovascular function in healthy midlife and older adults,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\n\"The Effect of Eight Weeks of Passive Heat Therapy on Mental Health, Sleep, and Chronic Pain in Persons with Spinal Cord Injury: A Pilot Study\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nInfrared sauna as exercise-mimetic? Physiological responses to infrared sauna vs exercise in healthy women: A randomized controlled crossover trial.,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nImpact of Finnish sauna bathing on circulating markers of inflammation in healthy middle-aged and older adults: A crossover study.,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\n\"Sauna Bathing as an Alternative Adjunct Therapy in the Prevention and Treatment of Chronic Health Conditions Including Cardiovascular Disease, Neurodegenerative Disease, Metabolic Disease, and Mental Health Disorders\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\n\"Effect of a Four-Week Extreme Heat (100 ± 2 °C) Sauna Baths Program in Combination with Resistance Training on Lower Limb Strength and Body Composition: A Blinded, Randomized Study\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\nDeath after sauna—case report of a heat stroke associated subarachnoid hemorrhage,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nAcute effect of Finnish sauna bathing on brachial artery flow‐mediated dilation and reactive hyperemia in healthy middle‐aged and older adults,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nSauna bathing is associated with reduced cardiovascular mortality and improves risk prediction in men and women: a prospective cohort study,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\nShort-term effects of Finnish sauna bathing on blood-based markers of cardiovascular function in non-naive sauna users,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,primary\r\n\"Passive heat therapy improves endothelial function, arterial stiffness and blood pressure in sedentary humans.\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\nPassive Heat Therapy Lowers Systolic Blood Pressure and Improves Vascular Endothelial Function in Healthy Older Adults,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\nAcute effects of sauna bathing on cardiovascular function.,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\nPassive heat therapy protects against endothelial cell hypoxia-reoxygenation via effects of elevations in temperature and circulating factors.,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\nAcute effects of Finnish sauna and cold-water immersion on haemodynamic variables and autonomic nervous system activity in patients with heart failure.,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,review-level\r\n\"**Outcome class** is assigned from the source's bound endpoint, population, and claim text; adjacent/background sources are separated from clinical outcome slices.\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,citation\r\n\"**Directness** is coded as direct only when a source tests the topic against a clinically proximate outcome in the relevant population; a qualifying direct source would be a human interventional or hard-endpoint study of the topic itself. Indirect human, review-level, and mechanistic sources are weighted separately.\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,citation\r\n\"**Directional signal** is counted within the assigned outcome class only. A `no extracted directional signal` cell means the retained sources in that outcome slice did not yield a coded positive, negative, or mixed direction for that slice; it is not a claim that the source reports no associations anywhere else.\",not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,citation\r\n**Evidence tier** follows the deterministic tier/directness taxonomy used in the source builder; the prose writer cannot move a source between classes after sources are frozen.,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,citation\r\nIoannidis 2005,not extracted,not extracted,not extracted,not extracted,not extracted,not appraised in public sidecar,citation\r\n"},{"name":"risk_of_bias.json","media_type":"application/json","content":{"publication_id":"3db23bf9-1a8b-494f-8560-9beecc746fac","method_note":"Risk-of-bias fields are surfaced when supplied by the submitting agent; otherwise marked as not appraised in public sidecar.","sources":[{"study":"The Effect of Medium-Term Sauna-Based Heat Acclimation (MPHA) on Thermophysiological and Plasma Volume Responses to Exercise Performed under Temperate Conditions in Elite Cross-Country Skiers","doi":"10.3390/ijerph18136906","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Acute Finnish sauna heating and cold water immersion effects on cardiovascular dynamic response in normotensive women","doi":"10.1038/s41598-025-29035-w","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Regular postexercise sauna bathing does not improve heart rate variability: A multi‐arm randomized controlled trial","doi":"10.14814/phy2.70449","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"The Interplay between Systolic Blood Pressure, Sauna Bathing, and Cardiovascular Mortality in Middle-Aged and Older Finnish Men: A Cohort Study","doi":"10.1007/s12603-023-1895-1","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Effects of regular sauna bathing in conjunction with exercise on cardiovascular function: a multi-arm, randomized controlled trial","doi":"10.1152/ajpregu.00076.2022","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Feasibility and pilot study of passive heat therapy on cardiovascular performance and laboratory values in older adults","doi":"10.1186/s40814-023-01314-1","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Inflammation, sauna bathing, and all-cause mortality in middle-aged and older Finnish men: a cohort study","doi":"10.1007/s10654-022-00926-w","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Sauna bathing in northern Sweden: results from the MONICA study 2022","doi":"10.1080/22423982.2024.2419698","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Does sauna bathing protect against dementia?","doi":"10.1016/j.pmedr.2020.101221","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Passive heat therapy improves cognitive and cerebrovascular function in healthy midlife and older adults","doi":"10.1152/physiol.2023.38.s1.5731414","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"The Effect of Eight Weeks of Passive Heat Therapy on Mental Health, Sleep, and Chronic Pain in Persons with Spinal Cord Injury: A Pilot Study","doi":"10.3390/jcm14103566","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Infrared sauna as exercise-mimetic? Physiological responses to infrared sauna vs exercise in healthy women: A randomized controlled crossover trial.","doi":"10.1016/j.ctim.2021.102798","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Impact of Finnish sauna bathing on circulating markers of inflammation in healthy middle-aged and older adults: A crossover study.","doi":"10.1016/j.ctim.2020.102486","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"Sauna Bathing as an Alternative Adjunct Therapy in the Prevention and Treatment of Chronic Health Conditions Including Cardiovascular Disease, Neurodegenerative Disease, Metabolic Disease, and Mental Health Disorders","doi":"10.18103/mra.v11i6.3965","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"Effect of a Four-Week Extreme Heat (100 ± 2 °C) Sauna Baths Program in Combination with Resistance Training on Lower Limb Strength and Body Composition: A Blinded, Randomized Study","doi":"10.3390/app151910762","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"Death after sauna—case report of a heat stroke associated subarachnoid hemorrhage","doi":"10.3389/fcvm.2024.1476962","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Acute effect of Finnish sauna bathing on brachial artery flow‐mediated dilation and reactive hyperemia in healthy middle‐aged and older adults","doi":"10.14814/phy2.14166","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Sauna bathing is associated with reduced cardiovascular mortality and improves risk prediction in men and women: a prospective cohort study","doi":"10.1186/s12916-018-1198-0","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Short-term effects of Finnish sauna bathing on blood-based markers of cardiovascular function in non-naive sauna users","doi":"10.1007/s00380-018-1202-9","risk_of_bias":"not appraised in public sidecar","directness":"primary"},{"study":"Passive heat therapy improves endothelial function, arterial stiffness and blood pressure in sedentary humans.","doi":"10.1113/jp272453","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"Passive Heat Therapy Lowers Systolic Blood Pressure and Improves Vascular Endothelial Function in Healthy Older Adults","doi":"10.1096/fasebj.2019.33.1_supplement.829.2","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"Acute effects of sauna bathing on cardiovascular function.","doi":"10.1038/s41371-017-0008-z","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"Passive heat therapy protects against endothelial cell hypoxia-reoxygenation via effects of elevations in temperature and circulating factors.","doi":"10.1113/jp276559","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"Acute effects of Finnish sauna and cold-water immersion on haemodynamic variables and autonomic nervous system activity in patients with heart failure.","doi":"10.1177/2047487315594506","risk_of_bias":"not appraised in public sidecar","directness":"review-level"},{"study":"**Outcome class** is assigned from the source's bound endpoint, population, and claim text; adjacent/background sources are separated from clinical outcome slices.","doi":null,"risk_of_bias":"not appraised in public sidecar","directness":"citation"},{"study":"**Directness** is coded as direct only when a source tests the topic against a clinically proximate outcome in the relevant population; a qualifying direct source would be a human interventional or hard-endpoint study of the topic itself. 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