{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T09:33:32Z","timestamp":1770975212108,"version":"3.50.1"},"reference-count":33,"publisher":"Wiley","issue":"3","license":[{"start":{"date-parts":[[2026,2,3]],"date-time":"2026-02-03T00:00:00Z","timestamp":1770076800000},"content-version":"vor","delay-in-days":2,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"},{"start":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T00:00:00Z","timestamp":1769904000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/doi.wiley.com\/10.1002\/tdm_license_1.1"}],"content-domain":{"domain":["physoc.onlinelibrary.wiley.com"],"crossmark-restriction":true},"short-container-title":["Physiological Reports"],"published-print":{"date-parts":[[2026,2]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>\n                    Estimating minute ventilation (V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    ) is essential for assessing the health impacts of environmental exposures during exercise field\u2010studies. Predictive equations using heart rate (HR) are commonly used, but overlook exercise intensity domains, and reduced accuracy is shown, particularly for females. Thus, we developed predictive equations for females' V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    based on HR responses at different exercise intensity domains using a Bayesian approach. Nineteen physically active females performed an incremental running test with breath\u2010by\u2010breath measurements of V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    , metabolic rate, and HR. The first and second ventilatory thresholds were identified by measurement of the ventilatory equivalent for oxygen and carbon dioxide, respectively. The Bayesian framework showed that the model fit for estimating V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    by HR was improved when the incremental running test and its intensity domains were considered. An exponential model provided the best fit (V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    \u2009=\u20092.86\u2009\u00d7\u2009exp.(0.019\u2009\u00d7\u2009HR)) for the full incremental running test (\n                    <jats:italic>R<\/jats:italic>\n                    <jats:sup>2<\/jats:sup>\n                    \u2009=\u20090.957), whereas linear models yielded superior fits when analyzing individual moderate (V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    \u2009=\u2009\u221232.92\u2009+\u2009(HR\u2009\u00d7\u20090.19)), heavy (V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    \u2009=\u2009\u2212101.94\u2009+\u2009(HR\u2009\u00d7\u20090.99)) and severe (V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    \u2009=\u2009\u2212268.81\u2009+\u2009(HR\u2009\u00d7\u20091.98)) exercise intensity domains (\n                    <jats:italic>R<\/jats:italic>\n                    <jats:sup>2<\/jats:sup>\n                    \u2009=\u20090.977). Accurate estimates of V\u0307\n                    <jats:sub>E<\/jats:sub>\n                    from HR measurements must consider the exercise intensity domain and the linear regression model for better biomonitoring of human exposures.\n                  <\/jats:p>","DOI":"10.14814\/phy2.70767","type":"journal-article","created":{"date-parts":[[2026,2,4]],"date-time":"2026-02-04T05:35:17Z","timestamp":1770183317000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["A Bayesian approach to estimate minute ventilation from heart rate during exercise for assessing environmental exposures of females"],"prefix":"10.14814","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6046-1691","authenticated-orcid":false,"given":"Gustavo","family":"Oneda","sequence":"first","affiliation":[{"name":"Environmental Condition and Endurance Performance Analysis Unit (UACAMDA), Physical Effort Laboratory (LAEF), Sports Center, Department of Physical Education Federal University of Santa Catarina (UFSC)  Florianopolis SC Brazil"},{"name":"National Institute of Research in Sports Science and Nutrition (INPCEN) Research Center IX  Florianopolis SC Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Fernando Klitzke","family":"Borszcz","sequence":"additional","affiliation":[{"name":"Environmental Condition and Endurance Performance Analysis Unit (UACAMDA), Physical Effort Laboratory (LAEF), Sports Center, Department of Physical Education Federal University of Santa Catarina (UFSC)  Florianopolis SC Brazil"},{"name":"Human Performance Research Group (LAPEDH) Center for Health Sciences and Sport \u2013 Santa Catarina State University (UDESC)  Florianopolis SC Brazil"},{"name":"Department of Animal and Food Production Agroveterinary Sciences Center\u2013Santa Catarina State University (UDESC)  Lages SC Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Raul","family":"W\u00fcrdig","sequence":"additional","affiliation":[{"name":"Environmental Condition and Endurance Performance Analysis Unit (UACAMDA), Physical Effort Laboratory (LAEF), Sports Center, Department of Physical Education Federal University of Santa Catarina (UFSC)  Florianopolis SC Brazil"},{"name":"National Institute of Research in Sports Science and Nutrition (INPCEN) Research Center IX  Florianopolis SC Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ricardo Dantas","family":"de Lucas","sequence":"additional","affiliation":[{"name":"Environmental Condition and Endurance Performance Analysis Unit (UACAMDA), Physical Effort Laboratory (LAEF), Sports Center, Department of Physical Education Federal University of Santa Catarina (UFSC)  Florianopolis SC Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Rosemeri","family":"Maurici","sequence":"additional","affiliation":[{"name":"Health Sciences Center (NUPAIVA) Federal University of Santa Catarina (UFSC)  Florianopolis SC Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Joseph F.","family":"Welch","sequence":"additional","affiliation":[{"name":"School of Sport, Exercise and Rehabilitation Sciences University of Birmingham  Birmingham UK"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sarah","family":"Koch","sequence":"additional","affiliation":[{"name":"Department of Sport, Exercise and Health University of Basel  Basel Switzerland"},{"name":"Barcelona Institute for Global Health (ISGlobal) PRBB, Doctor Aiguader 88  Barcelona Spain"},{"name":"CIBER Epidemiolog\u00eda y Salud P\u00fablica (CIBERESP)  Madrid Spain"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1308-5993","authenticated-orcid":false,"given":"Ramon","family":"Cruz","sequence":"additional","affiliation":[{"name":"Environmental Condition and Endurance Performance Analysis Unit (UACAMDA), Physical Effort Laboratory (LAEF), Sports Center, Department of Physical Education Federal University of Santa Catarina (UFSC)  Florianopolis SC Brazil"},{"name":"National Institute of Research in Sports Science and Nutrition (INPCEN) Research Center IX  Florianopolis SC Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"311","published-online":{"date-parts":[[2026,2,3]]},"reference":[{"key":"e_1_2_10_2_1","doi-asserted-by":"publisher","DOI":"10.1097\/HJR.0b013e328304fed4"},{"key":"e_1_2_10_3_1","doi-asserted-by":"publisher","DOI":"10.1519\/JSC.0000000000004231"},{"key":"e_1_2_10_4_1","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v080.i01"},{"key":"e_1_2_10_5_1","doi-asserted-by":"publisher","DOI":"10.1080\/17461390701456148"},{"key":"e_1_2_10_6_1","doi-asserted-by":"publisher","DOI":"10.1123\/wspaj.2021-0028"},{"key":"e_1_2_10_7_1","doi-asserted-by":"crossref","DOI":"10.1038\/s41598-020-58253-7","article-title":"Estimation of minute ventilation by heart rate for field exercise studies","volume":"10","author":"Cruz R.","year":"2020","journal-title":"Scientific 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