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A methodology for developing dermatological datasets: lessons from retrospective data collection for AI-based applications.

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Title: A methodology for developing dermatological datasets: lessons from retrospective data collection for AI-based applications.
Authors: Pedro A; Department of Computer Science, Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile. aapedro@uc.cl.; Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile. aapedro@uc.cl., Romero P; Department of Computer Science, Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile.; Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile., Vidaurre S; Facultad de Ingeniería, Universidad Autónoma de Chile, Santiago, Chile., Cabanas AM; Departamento de Física, Universidad de Tarapacá, Arica, Chile., Galaz A; Department of Computer Science, Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile., Hidalgo L; Melanoma and Skin Cancer Unit, Department of Dermatology, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile., Carrasco K; Melanoma and Skin Cancer Unit, Department of Dermatology, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile., Tamez-Peña JG; School of Medicine and Health Sciences, Tecnológico de Monterrey, Monterrey, Nuevo León, México., Díaz-Domínguez R; School of Medicine and Health Sciences, Tecnológico de Monterrey, Zapopan, Jalisco, México., Navarrete-Dechent C; Melanoma and Skin Cancer Unit, Department of Dermatology, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile., Mery D; Department of Computer Science, Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile.; Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile.
Source: BMC medical research methodology [BMC Med Res Methodol] 2025 Nov 05; Vol. 25 (1), pp. 251. Date of Electronic Publication: 2025 Nov 05.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 100968545 Publication Model: Electronic Cited Medium: Internet ISSN: 1471-2288 (Electronic) Linking ISSN: 14712288 NLM ISO Abbreviation: BMC Med Res Methodol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: A methodology for developing dermatological datasets: lessons from retrospective data collection for AI-based applications.
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  Data: <searchLink fieldCode="AU" term="%22Pedro+A%22">Pedro A</searchLink>; Department of Computer Science, Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile. aapedro@uc.cl.; Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile. aapedro@uc.cl.<br /><searchLink fieldCode="AU" term="%22Romero+P%22">Romero P</searchLink>; Department of Computer Science, Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile.; Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Vidaurre+S%22">Vidaurre S</searchLink>; Facultad de Ingeniería, Universidad Autónoma de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Cabanas+AM%22">Cabanas AM</searchLink>; Departamento de Física, Universidad de Tarapacá, Arica, Chile.<br /><searchLink fieldCode="AU" term="%22Galaz+A%22">Galaz A</searchLink>; Department of Computer Science, Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Hidalgo+L%22">Hidalgo L</searchLink>; Melanoma and Skin Cancer Unit, Department of Dermatology, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Carrasco+K%22">Carrasco K</searchLink>; Melanoma and Skin Cancer Unit, Department of Dermatology, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Tamez-Peña+JG%22">Tamez-Peña JG</searchLink>; School of Medicine and Health Sciences, Tecnológico de Monterrey, Monterrey, Nuevo León, México.<br /><searchLink fieldCode="AU" term="%22Díaz-Domínguez+R%22">Díaz-Domínguez R</searchLink>; School of Medicine and Health Sciences, Tecnológico de Monterrey, Zapopan, Jalisco, México.<br /><searchLink fieldCode="AU" term="%22Navarrete-Dechent+C%22">Navarrete-Dechent C</searchLink>; Melanoma and Skin Cancer Unit, Department of Dermatology, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Mery+D%22">Mery D</searchLink>; Department of Computer Science, Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile.; Millennium Institute for Intelligent Healthcare Engineering, Santiago, Chile.
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