Evidence map›Paper›PMID 42399285›Full record

ArticleScientific reports2026

Climatic determinants of rheumatic and autoimmune musculoskeletal pain: a fourteen-year primary care time-series study.

Juan Nicolás Cuenca-Zaldívar, Carmen Corral Del Villar, Silvia García Torres, Rafael Araujo Zamora, Paula Gragera Peña, Álvaro Romero Rosado, Rob Sillevis, Erika Meléndez-Oliva, Elena Cabezas-Yagüe, Eleuterio A Sánchez-Romero

Abstract read
In one paragraph

Article in Scientific reports, 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

10 authors.

Juan Nicolás Cuenca-ZaldívarPhysical Therapy Unit, Primary Health Care Center "El Abajón", 28231, Las Rozas de Madrid, Spain.
Carmen Corral Del VillarPhysical Therapy Unit, Primary Health Care Center "Cerro del Aire", 28220, Majadahonda, Spain.
Silvia García TorresPhysical Therapy Unit, Primary Health Care Center "Cerro del Aire", 28220, Majadahonda, Spain.
Rafael Araujo ZamoraPhysical Therapy Unit, Primary Health Care Center "El Abajón", 28231, Las Rozas de Madrid, Spain.
Paula Gragera PeñaPhysical Therapy Unit, Primary Health Care Center "San Juan de la Cruz", 28223, Majadahonda, Spain.
Álvaro Romero RosadoInterdisciplinary Research Group on Musculoskeletal Disorders, 28016, Madrid, Spain.
Rob SillevisDepartment of Rehabilitation Sciences, Florida Gulf Coast University, Fort Myers, FL, 33965, USA. rsillevis@fgcu.edu.
Erika Meléndez-OlivaInterdisciplinary Research Group on Musculoskeletal Disorders, 28016, Madrid, Spain. erika.melendez@ua.es.
Elena Cabezas-YagüeDepartment of Physical Therapy, Faculty of Medicine, CEU-San Pablo University, 28003, Madrid, Spain.
Eleuterio A Sánchez-RomeroResearch Group in Nursing and Health Care, Puerta de Hierro Health Research Institute-Segovia de Arana (IDIPHISA), 28222, Majadahonda, Spain. esanchezromero@fgcu.edu.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Climatic variability has been proposed as a modulator of musculoskeletal and rheumatic pain; however, long-term population-based evidence examining healthcare utilization remains limited. To evaluate the association between climatic variables and primary care consultations for autoimmune and immune-mediated musculoskeletal pain over a fourteen-year period, and to explore potential modification by sex and diagnostic category. A retrospective ecological time-series study was conducted using electronic health records from three primary care centers in the Community of Madrid (Spain) between January 2010 and December 2023. The weekly consultation counts for fibromyalgia, myalgia, and combined autoimmune pain processes were analyzed. Meteorological data were obtained from the Spanish State Meteorological Agency (AEMET). Associations were assessed using Time Series Generalized Linear Models (TSGLM) with a negative binomial distribution, adjusting for autocorrelation, seasonality, age, and the COVID-19 period. Effects were expressed as Incidence Rate Ratios (IRR) with Holm-Bonferroni correction. Across 728 weeks, we recorded 6715 primary care consultations related to autoimmune pain processes (mean 9.23 consultations/week, 62.07% female). Myalgia accounted for 94.83% of the consultations. Clinically relevant biometeorological trends were identified across several stratified models, particularly for diurnal temperature range and barometric pressure. No significant climatic effects were observed in the aggregated models. No significant climatic effects were observed in the aggregated models. Forecasting analyses suggest the stabilization of consultation volumes over the next four years. Climatic influences on primary care consultations for autoimmune musculoskeletal pain were statistically detectable, but modest and heterogeneous. Intra-daily temperature variability appears to be more relevant than absolute temperature values. These findings underscore the complexity of the climate-pain relationship and the importance of stratified time-series modeling in biometeorological research.

Indexed as

Autoimmune DiseasesClimateMusculoskeletal PainPrimary Health CareRheumatic DiseasesAdultFemaleFibromyalgiaHumansMaleMiddle AgedMyalgiaRetrospective StudiesSeasonsSpainAutoimmune painBiometeorologyFibromyalgiaMusculoskeletal painMyalgiaPrimary careTime-series analysis

Identifiers

PMID42399285
PMCPMC13338044

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.