Evidence map›Paper›PMID 39649601›Full record

ArticlemedRxiv : the preprint server for health sciences2024

Associations between weather and

Gabriella Barratt Heitmann, Xue Wu, Anna T Nguyen, Astrid Altamirano-Quiroz, Sydney Fine, Bryan Fernandez-Camacho, Antony Barja, Renato Cava, Verónica Soto-Calle, Hugo Rodriguez and 6 more

Abstract readPreprint
In one paragraph

Article in medRxiv : the preprint server for health sciences, 2024. 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

5 · Who and what money

Authors and funding

16 authors.

Gabriella Barratt HeitmannDepartment of Epidemiology and Population Health, School of Medicine, Stanford University, Stanford, CA, USA.ORCID 0000-0002-4212-0954
Xue WuMalaria Elimination Initiative, Institute for Global Health Sciences, University of California San Francisco (UCSF), San Francisco, CA, USA.
Anna T NguyenDepartment of Epidemiology and Population Health, School of Medicine, Stanford University, Stanford, CA, USA.ORCID 0000-0002-2211-9040
Astrid Altamirano-QuirozInstituto de Medicina Tropical, Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Perú.
Sydney FineMalaria Elimination Initiative, Institute for Global Health Sciences, University of California San Francisco (UCSF), San Francisco, CA, USA.
Bryan Fernandez-CamachoInstituto de Medicina Tropical, Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Perú.
Antony BarjaInstituto de Medicina Tropical, Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Perú.
Renato CavaInstituto de Medicina Tropical, Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Perú.
Verónica Soto-CalleInstituto de Medicina Tropical, Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Perú.
Hugo RodriguezUniversidad Nacional de la Amazonía Peruana, Loreto, Perú.
Gabriel Carrasco-EscobarInstituto de Medicina Tropical, Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Perú.ORCID 0000-0002-6945-0419
Adam BennettMalaria Elimination Initiative, Institute for Global Health Sciences, University of California San Francisco (UCSF), San Francisco, CA, USA.
Alejandro Llanos-CuentasInstituto de Medicina Tropical, Alexander von Humboldt, Universidad Peruana Cayetano Heredia, Lima, Perú.
Erin A MordecaiDepartment of Biology, Stanford University, Stanford, CA, USA.
Michelle S HsiangMalaria Elimination Initiative, Institute for Global Health Sciences, University of California San Francisco (UCSF), San Francisco, CA, USA.
Jade Benjamin-ChungDepartment of Epidemiology and Population Health, School of Medicine, Stanford University, Stanford, CA, USA.ORCID 0000-0003-3631-3132

Funding

Focal mass drug administration (fMDA) to reduce Plasmodium vivax transmission, a pragmatic cluster randomized controlled trial in PeruU01AI157962 · NIAID · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Michelle Sang Hsiang · 2022 to 2026
$6.3M
Evaluating the causal effects of anti-malarial chemoprevention in pregnancy and childhood on growth outcomesF31AI179107 · NIAID · STANFORD UNIVERSITY · PI Anna Thuy Nhu Nguyen · 2024 to 2026
$142k
NIAID NIH HHS F31 AI179107NIAID NIH HHS U01 AI157962
6 · The paper itself

Abstract

Background: Objectives: We estimated the association between temperature and precipitation and Methods: We analyzed malaria incidence data from 2021-2023 from 30 communities in Loreto, Peru with hourly weather data from the ERA5 dataset and land cover data from MapBiomas. Predictors included average weekly minimum and maximum temperature, high heat (>90th percentile mean temperature), total weekly precipitation, and heavy rain (>90th percentile total precipitation). We fit non-linear distributed lag models for continuous weather predictors and generalized additive models for binary predictors and the lookback period was 2-16 weeks. Temperature models adjusted for total precipitation; precipitation models adjusted for maximum temperature. We performed subgroup analyses by season, community type, and distance to forest edge. Results: The median vs. lowest values of weekly average minimum temperature was associated with 2.16 to 3.93-fold higher incidence 3-16 weeks later (5-week lag incidence ratio (IR) =3.93 [95% CI 2.18, 7.09]); for maximum temperature, the association was hump-shaped across lags, with protective associations at 1-2 and 15-16 week lags and 1.07-1.66-fold higher incidence at 6-13 week lags. High heat (>27.5°C) was associated with 1.23 to 1.37-fold higher incidence at 5--9 week lags (9-week lag IR = 1.25 [1.02, 1.53]). Associations between total precipitation and malaria incidence were hump-shaped across lags, with the strongest positive association at 750 mm of precipitation at a 9-week lag (IR=1.56; [1.27, 1.65]). Heavy rain (>186mm) was associated with 1.22-1.60-fold higher incidence at 2-10 week lags (9-week lag IR=1.23 [1.02, 1.49]). Discussion: Higher temperatures and precipitation were generally associated with higher malaria incidence over 1-4 months.

Identifiers

PMID39649601
PMCPMC11623754

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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.