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Multi-scale predictive modeling of phenology and carotenoid content in carrots using spectral techniques, colorimetry, and artificial intelligence.

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Title: Multi-scale predictive modeling of phenology and carotenoid content in carrots using spectral techniques, colorimetry, and artificial intelligence.
Authors: Ospina-Sánchez PA; Facultad de Ciencias Agrarias, Departamento de Agronomía, Laboratorio de Agrocomputación y Análisis Epidemiológico, Universidad Nacional de Colombia, Sede Bogotá, Bogota, Colombia., Henao-Rojas JC; Centro de Investigación La Selva, Corporación Colombiana de Investigación Agropecuaria (Agrosavia), Rionegro, Colombia., Ramírez-Gil J; Facultad de Ciencias Agrarias, Departamento de Agronomía, Laboratorio de Agrocomputación y Análisis Epidemiológico, Universidad Nacional de Colombia, Sede Bogotá, Bogota, Colombia.
Source: PeerJ [PeerJ] 2026 Jun 26; Vol. 14, pp. e21389. Date of Electronic Publication: 2026 Jun 26 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: PeerJ Inc Country of Publication: United States NLM ID: 101603425 Publication Model: eCollection Cited Medium: Internet ISSN: 2167-8359 (Electronic) Linking ISSN: 21678359 NLM ISO Abbreviation: PeerJ Subsets: MEDLINE
Database: MEDLINE Ultimate
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              Text: 2026 Jun 26
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