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Machine Learning-Based Predictive Model for Functional Independence in Spinal Cord Injury: Protocol for a Predictive Rule Development and Validation Study.

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Title: Machine Learning-Based Predictive Model for Functional Independence in Spinal Cord Injury: Protocol for a Predictive Rule Development and Validation Study.
Authors: Perez-Sanpablo AI; Motion Analysis and Rehabilitation Engineering Lab, Instituto Nacional de Rehabilitación, Mexico City, Mexico., Rodriguez-Barragan MA; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410., Meneses-Peñaloza A; Pediatric Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico City, Mexico., Quinzaños-Fresnedo J; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410., Barrera-Ortiz A; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410., Palomino-Ramos FM; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410., Prado-Escobar O; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410., Rodríguez MD; Faculty of Engineering, Universidad Autónoma de Baja California, Mexicali, Baja California, Mexico., Lopez-Nava IH; Data Science and Machine Learning Lab, Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), Ensenada, Baja California, Mexico., Ambrosio-Bastian J; Universidad Tecnológica de México (UNITEC), Mexico City, Mexico.
Source: JMIR research protocols [JMIR Res Protoc] 2026 Jul 03; Vol. 15, pp. e95236. Date of Electronic Publication: 2026 Jul 03.
Publication Type: Journal Article; Validation Study
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101599504 Publication Model: Electronic Cited Medium: Internet ISSN: 1929-0748 (Electronic) Linking ISSN: 19290748 NLM ISO Abbreviation: JMIR Res Protoc Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Perez-Sanpablo+AI%22">Perez-Sanpablo AI</searchLink>; Motion Analysis and Rehabilitation Engineering Lab, Instituto Nacional de Rehabilitación, Mexico City, Mexico.<br /><searchLink fieldCode="AU" term="%22Rodriguez-Barragan+MA%22">Rodriguez-Barragan MA</searchLink>; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410.<br /><searchLink fieldCode="AU" term="%22Meneses-Peñaloza+A%22">Meneses-Peñaloza A</searchLink>; Pediatric Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico City, Mexico.<br /><searchLink fieldCode="AU" term="%22Quinzaños-Fresnedo+J%22">Quinzaños-Fresnedo J</searchLink>; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410.<br /><searchLink fieldCode="AU" term="%22Barrera-Ortiz+A%22">Barrera-Ortiz A</searchLink>; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410.<br /><searchLink fieldCode="AU" term="%22Palomino-Ramos+FM%22">Palomino-Ramos FM</searchLink>; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410.<br /><searchLink fieldCode="AU" term="%22Prado-Escobar+O%22">Prado-Escobar O</searchLink>; Neurologic Rehabilitation Division, Instituto Nacional de Rehabilitación, Mexico-Xochimilco Av. 289, Mexico City, 14389, Mexico, 52 5559991000 ext 13410.<br /><searchLink fieldCode="AU" term="%22Rodríguez+MD%22">Rodríguez MD</searchLink>; Faculty of Engineering, Universidad Autónoma de Baja California, Mexicali, Baja California, Mexico.<br /><searchLink fieldCode="AU" term="%22Lopez-Nava+IH%22">Lopez-Nava IH</searchLink>; Data Science and Machine Learning Lab, Centro de Investigación Científica y de Educación Superior de Ensenada (CICESE), Ensenada, Baja California, Mexico.<br /><searchLink fieldCode="AU" term="%22Ambrosio-Bastian+J%22">Ambrosio-Bastian J</searchLink>; Universidad Tecnológica de México (UNITEC), Mexico City, Mexico.
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  Data: <searchLink fieldCode="JN" term="%22101599504%22">JMIR research protocols</searchLink> [JMIR Res Protoc] 2026 Jul 03; Vol. 15, pp. e95236. <i>Date of Electronic Publication: </i>2026 Jul 03.
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