{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,21]],"date-time":"2026-09-21T23:09:12Z","timestamp":1790032152704,"version":"4.0.1"},"reference-count":45,"publisher":"MDPI AG","issue":"10","license":[{"start":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T00:00:00Z","timestamp":1778112000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"National Science Foundation","award":["800022921"],"award-info":[{"award-number":["800022921"]}]},{"award":["800022921"],"award-info":[{"award-number":["800022921"]}],"id":[{"id":"https:\/\/ror.org\/021nxhr62","id-type":"ROR","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Sensors"],"abstract":"<jats:p>Wearable devices are widely used for heart rate (HR) monitoring, yet their accuracy across varying BMI and Fitzpatrick skin tones remains uncertain. This study evaluated four wrist-worn devices (Apple, Fitbit, Samsung, Garmin) in 58 Hispanic adults with Fitzpatrick skin types III\u2013V during a cycling protocol alternating moderate (64\u201376% HRmax) and vigorous (77\u201395% HRmax) intensities. Criterion HR was obtained via Polar H10 ECG, with agreement assessed using mean absolute error (MAE), mean absolute percentage error (MAPE), mean bias, and intraclass correlation coefficients (ICC), complemented by Bland\u2013Altman visualization. All devices showed small but systematic deviations from the ECG criterion (p &lt; 0.001). Apple and Garmin exhibited the lowest MAE, whereas Fitbit and Samsung showed greater error. Within this cohort, greater dispersion of error around the mean bias line in the Bland\u2013Altman plots was observed among participants with higher BMI and darker (Fitzpatrick V) skin tones, consistent with phenotype-linked agreement drift. These findings support inferences about commercial wrist-PPG devices in Hispanic adults with Fitzpatrick III\u2013V and underscore the need for equity-focused algorithm refinement.<\/jats:p>","DOI":"10.3390\/s26102922","type":"journal-article","created":{"date-parts":[[2026,5,7]],"date-time":"2026-05-07T12:15:07Z","timestamp":1778156107000},"page":"2922","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["PPG-Based Heart Rate Accuracy in Hispanic Adults with Fitzpatrick III\u2013V Skin Tones: An Evaluation of Body Composition and Skin-Tone Effects"],"prefix":"10.3390","volume":"26","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4838-7094","authenticated-orcid":false,"given":"Jason","family":"Kostrna","sequence":"first","affiliation":[{"name":"Department of Teaching and Learning, Florida International University, 11200 SW 8th Street, Miami, FL 33199, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0810-4889","authenticated-orcid":false,"given":"Ekaterina","family":"Oparina","sequence":"additional","affiliation":[{"name":"Department of Teaching and Learning, Florida International University, 11200 SW 8th Street, Miami, FL 33199, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9437-0376","authenticated-orcid":false,"given":"Cristina","family":"Palacios","sequence":"additional","affiliation":[{"name":"Department of Dietetics & Nutrition, Florida International University, Miami, FL 33199, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2159-8123","authenticated-orcid":false,"given":"Andres J.","family":"Rodriguez","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Florida International University, Miami, FL 33199, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8462-0893","authenticated-orcid":false,"given":"JunZhu","family":"Pei","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Florida International University, Miami, FL 33199, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-4600-0602","authenticated-orcid":false,"given":"Ajmal","family":"Ajmal","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Florida International University, Miami, FL 33199, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5710-6004","authenticated-orcid":false,"given":"Jessica C.","family":"Ramella-Roman","sequence":"additional","affiliation":[{"name":"Department of Biomedical Engineering, Florida International University, Miami, FL 33199, USA"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2026,5,7]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"262","DOI":"10.21037\/cdt.2019.04.08","article-title":"Accuracy of wearable heart rate monitors in cardiac rehabilitation","volume":"9","author":"Etiwy","year":"2019","journal-title":"Cardiovasc. 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