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Machine learning-based identification of medication adherence predictors in two Spanish primary care cohorts.

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Title: Machine learning-based identification of medication adherence predictors in two Spanish primary care cohorts.
Authors: Gómez Del Moral Herranz RM; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain., Rujas M; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain., Arroyo-Gallego P; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain., Ingebretsen Carlson J; Predictby, Barcelona, Spain., Barrio-Cortes J; Foundation for Biosanitary Research and Innovation in Primary Care (FIIBAP), Ave. Reina Victoria, 21, 6th Floor, 28003, Madrid, Spain.; Faculty of Health Sciences - HM Hospitals, University Camilo José Cela, Madrid, Spain., Villimar-Rodriguez AI; Pharmacy Unit, Gerencia Asistencial de Atención Primaria, Madrid Health Service, Madrid, Spain., Morros R; Fundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain.; Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallès), Barcelona, Spain.; Institut Català de la Salut, Barcelona, Spain., Giner-Soriano M; Fundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain.; Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallès), Barcelona, Spain., Castillo-Sanz A; Foundation for Research of Hospital Infantil Niño Jesús, Madrid, Spain., Lupiáñez-Villanueva F; Predictby, Barcelona, Spain.; Faculty of Information and Communication Science, Universitat Oberta de Catalunya, Barcelona, Spain., Sanchez-Martinez S; Predictby, Barcelona, Spain., Cabrera MF; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain., Vera Muñoz C; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain., Arredondo MT; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain., Merino-Barbancho B; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain. bmerino@lst.tfo.upm.es., Fico G; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain.
Source: Scientific reports [Sci Rep] 2026 Jul 08. Date of Electronic Publication: 2026 Jul 08.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Gómez+Del+Moral+Herranz+RM%22">Gómez Del Moral Herranz RM</searchLink>; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Rujas+M%22">Rujas M</searchLink>; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Arroyo-Gallego+P%22">Arroyo-Gallego P</searchLink>; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Ingebretsen+Carlson+J%22">Ingebretsen Carlson J</searchLink>; Predictby, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Barrio-Cortes+J%22">Barrio-Cortes J</searchLink>; Foundation for Biosanitary Research and Innovation in Primary Care (FIIBAP), Ave. Reina Victoria, 21, 6th Floor, 28003, Madrid, Spain.; Faculty of Health Sciences - HM Hospitals, University Camilo José Cela, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Villimar-Rodriguez+AI%22">Villimar-Rodriguez AI</searchLink>; Pharmacy Unit, Gerencia Asistencial de Atención Primaria, Madrid Health Service, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Morros+R%22">Morros R</searchLink>; Fundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain.; Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallès), Barcelona, Spain.; Institut Català de la Salut, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Giner-Soriano+M%22">Giner-Soriano M</searchLink>; Fundació Institut Universitari per a la Recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain.; Universitat Autònoma de Barcelona, Bellaterra (Cerdanyola del Vallès), Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Castillo-Sanz+A%22">Castillo-Sanz A</searchLink>; Foundation for Research of Hospital Infantil Niño Jesús, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Lupiáñez-Villanueva+F%22">Lupiáñez-Villanueva F</searchLink>; Predictby, Barcelona, Spain.; Faculty of Information and Communication Science, Universitat Oberta de Catalunya, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Sanchez-Martinez+S%22">Sanchez-Martinez S</searchLink>; Predictby, Barcelona, Spain.<br /><searchLink fieldCode="AU" term="%22Cabrera+MF%22">Cabrera MF</searchLink>; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Vera+Muñoz+C%22">Vera Muñoz C</searchLink>; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Arredondo+MT%22">Arredondo MT</searchLink>; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain.<br /><searchLink fieldCode="AU" term="%22Merino-Barbancho+B%22">Merino-Barbancho B</searchLink>; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain. bmerino@lst.tfo.upm.es.<br /><searchLink fieldCode="AU" term="%22Fico+G%22">Fico G</searchLink>; Life Supporting Technologies Research Group, Universidad Politécnica de Madrid, Avda Complutense 30, 28040, Madrid, Spain.
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