Evidence map›Paper›PMID 41824847›Full record

Observational studyMedicine2026

Association between cold climates and in-hospital mortality of acute heart failure: An observational study using multilevel analysis.

Noriko Sasaki, Susumu Kunisawa, Kiyohide Fushimi, Yuichi Imanaka

Abstract readObservational Study
In one paragraph

Observational study in Medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Noriko SasakiDepartment of Health Security System, Center for Health Security, Kyoto University Graduate School of Medicine, Kyoto, Japan.ORCID 0000-0002-3637-3437
Susumu KunisawaDepartment of Healthcare Economics and Quality Management, School of Public Health, Kyoto University Graduate School of Medicine, Kyoto, Japan.
Kiyohide FushimiDepartment of Health Policy and Informatics, Institute of Science Tokyo Graduate School of Medical and Dental Sciences, Tokyo, Japan.
Yuichi ImanakaDepartment of Health Security System, Center for Health Security, Kyoto University Graduate School of Medicine, Kyoto, Japan.ORCID 0000-0003-4613-2159

Funding

Japan Society for the Promotion of Science KAKAENHI JP23H00448
6 · The paper itself

Abstract

Cold climates have been reported to increase mortality in heart failure patients. Colder regions in Japan often overlap with rural areas where cardiologist availability is limited. However, the relationship between residing in colder regions and mortality from acute heart failure (AHF), while considering the availability of cardiologists, remains unknown. We investigated whether the cold climates were associated with in-hospital mortality after adjusting for patient factors and cardiologist availability. This cross-sectional observational study identified 38,668 AHF patients of 546 acute care hospitals from all Japanese 47 prefectures. Hospital latitude was used as a surrogate for ambient temperature, categorized into colder (>37°N), moderate (34°N-37°N), and warmer (<34°N) climate regions. Hospitals were divided into 4 groups based on the number of cardiologists per facility: none, 1 to 4, 5 to 9, and 10+ cardiologists. Three-level logistic regression analyses were performed to evaluate the associations between latitude and mortality, with 3 models examined (Model 1: null model, Model 2: patient-level factors added, and Model 3: a hospital-level factor added to Model 2) using bootstrapping methods. Model 3 showed higher odds ratio in colder regions (adjusted odds ratio 1.20, 95% confidence intervals 1.06-1.33) and lower odds ratio in warmer regions (adjusted odds ratio 0.88, 95% confidence intervals 0.79-0.98). Colder climates were found to be a risk factor of in-hospital mortality of AHF patients, even after adjusting for patient severity and cardiologist supply. Local climates should be considered when predicting patient outcomes and evaluating hospital performance.

Indexed as

Cold ClimateHeart FailureHospital MortalityAcute DiseaseAgedAged, 80 and overCardiologistsCross-Sectional StudiesFemaleHumansJapanMaleMultilevel Analysisacute heart failurecardiologistcold climatesmortalitymultilevel analysis

Identifiers

PMID41824847
PMCPMC12991523

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.