Machine learning-based integration of respiratory oscillometry and spirometry for predicting clinical outcomes in spinal muscular atrophy.

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Title: Machine learning-based integration of respiratory oscillometry and spirometry for predicting clinical outcomes in spinal muscular atrophy.
Authors: Chang HH; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan., Liang WC; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan.; Department of Pediatrics, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan., Hsieh TH; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan.; Department of Pediatrics, Kaohsiung Medical University Gangshan Hospital, Kaohsiung, 820111, Taiwan., Liu YC; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan.; Department of Pediatrics, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan., Wang YC; Department of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan., Cheng YF; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan., Wu YH; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan., Wang CH; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan., Lo SH; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan.; Department of Pediatrics, Kaohsiung Medical University Gangshan Hospital, Kaohsiung, 820111, Taiwan., Tseng YH; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan., Hsu JH; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan.; Department of Pediatrics, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan., Dai ZK; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan.; Department of Pediatrics, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan., Wu JR; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan.; Department of Pediatrics, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan., Jong YJ; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan.; Department of Pediatrics, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan., Chen IC; Department of Pediatrics, Kaohsiung Medical University Hospital, Kaohsiung, 80756, Taiwan. yljane@gap.kmu.edu.tw.; Department of Pediatrics, School of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, 80708, Taiwan. yljane@gap.kmu.edu.tw.; Department of Pediatrics, Kaohsiung Medical University Gangshan Hospital, Kaohsiung, 820111, Taiwan. yljane@gap.kmu.edu.tw.
Source: European journal of pediatrics [Eur J Pediatr] 2026 May 11; Vol. 185 (6). Date of Electronic Publication: 2026 May 11.
Publication Type: Journal Article
Journal Info: Publisher: Springer Verlag Country of Publication: Germany NLM ID: 7603873 Publication Model: Electronic Cited Medium: Internet ISSN: 1432-1076 (Electronic) Linking ISSN: 03406199 NLM ISO Abbreviation: Eur J Pediatr Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1432-1076
DOI:10.1007/s00431-026-07052-9