{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,12]],"date-time":"2026-10-12T21:31:12Z","timestamp":1791840672071,"version":"4.3.4"},"reference-count":78,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,7,10]],"date-time":"2026-07-10T00:00:00Z","timestamp":1783641600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec>\n                    <jats:title>Introduction<\/jats:title>\n                    <jats:p>Burnout syndrome represents a critical issue in occupational health, particularly in high-demand contexts such as mining, where physical, environmental, and psychosocial risks converge and affect workers' wellbeing and job performance. In this context, the study objective is to analyze the association between psychosocial risk factors and burnout syndrome among mining workers in Moquegua, Peru.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>\n                      A quantitative, analytical cross-sectional study with a non-experimental design was conducted. The study population consisted of 65 workers from a mining unit in Moquegua, Peru. Given the complete accessibility of the target population, a census approach was adopted, and all eligible workers were included in the study (\n                      <jats:italic>N<\/jats:italic>\n                      = 65). Validated instruments were used, including the SUSESO\/ISTAS21 questionnaire for psychosocial risks and the Maslach Burnout Inventory. Data analysis involved descriptive and correlational statistics, multiple linear regression, and machine learning techniques.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The findings revealed significant associations between psychosocial factors particularly social support, leadership, and work\u2013family conflict (double presence) and burnout. All analyzed factors demonstrated significant associations capacity, with double presence emerging as the most influential predictor. Furthermore, machine learning analyses identified relevant burnout-related patterns within the analyzed dataset, highlighting their effectiveness in identifying burnout-related patterns.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Discussion<\/jats:title>\n                    <jats:p>Burnout in mining is a multifactorial phenomenon influenced by organizational and psychosocial conditions. The results support the use of machine learning as an useful tool for identifying psychosocial risk patterns that may support prevention strategies, contributing to improved occupational health strategies in high-risk industrial settings.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fpubh.2026.1871339","type":"journal-article","created":{"date-parts":[[2026,7,10]],"date-time":"2026-07-10T05:39:09Z","timestamp":1783661949000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Machine learning analysis of the association between psychosocial risks and burnout syndrome in mining workers"],"prefix":"10.3389","volume":"14","author":[{"given":"Juan Kenedy","family":"Ramirez","sequence":"first","affiliation":[{"name":"Escuela de Postgrado, Universidad Cat\u00f3lica de Santa Mar\u00eda","place":["Arequipa, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mayron Antonio","family":"Candia-Puma","sequence":"additional","affiliation":[{"name":"Escuela de Postgrado, Universidad Cat\u00f3lica de Santa Mar\u00eda","place":["Arequipa, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mayra Alexandra","family":"Arratia-Corrales","sequence":"additional","affiliation":[{"name":"Facultad de Enfermer\u00eda, Universidad Cat\u00f3lica de Santa Mar\u00eda","place":["Arequipa, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yannina Melissa","family":"Pe\u00f1a-Pinto","sequence":"additional","affiliation":[{"name":"Facultad de Enfermer\u00eda, Universidad Cat\u00f3lica de Santa Mar\u00eda","place":["Arequipa, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ang\u00e9lica","family":"Corzo Salas de Valdivia","sequence":"additional","affiliation":[{"name":"Facultad de Ciencias Farmac\u00e9uticas, Bioqu\u00edmicas y Biotecnol\u00f3gicas, Universidad Cat\u00f3lica de Santa Mar\u00eda","place":["Arequipa, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roxana Jacqueline Candelaria","family":"Guti\u00e9rrez-Aran\u00edbar","sequence":"additional","affiliation":[{"name":"Escuela de Postgrado, Universidad Cat\u00f3lica de Santa Mar\u00eda","place":["Arequipa, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jos\u00e9 Antonio","family":"Llahuilla-Quea","sequence":"additional","affiliation":[{"name":"Universidad Nacional Mayor de San Marcos","place":["Lima, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Isabel","family":"Garc\u00eda-Torres","sequence":"additional","affiliation":[{"name":"Universidad Nacional Mayor de San Marcos","place":["Lima, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roberth","family":"Chuquimbalqui-Masluc\u00e1n","sequence":"additional","affiliation":[{"name":"Universidad Nacional Mayor de San Marcos","place":["Lima, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rommel Luis","family":"L\u00f3pez-Alvarado","sequence":"additional","affiliation":[{"name":"Universidad Nacional Daniel Alcides Carri\u00f3n","place":["Pasco, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Edgar Robert","family":"Tapia-Manrique","sequence":"additional","affiliation":[{"name":"Universidad Nacional Mayor de San Marcos","place":["Lima, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ricardo Angel","family":"Yuli-Posadas","sequence":"additional","affiliation":[{"name":"Universidad Nacional Mayor de San Marcos","place":["Lima, Peru"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,7,10]]},"reference":[{"key":"B1","doi-asserted-by":"publisher","first-page":"124","DOI":"10.5772\/intechopen.1003104","article-title":"Occupational stress and burnout","author":"Jacobs","year":"2024","journal-title":"Burnout Syndrome-Characteristics and Interventions. 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