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Unsupervised and explainable machine learning solutions for last-minute cancelations in pediatric ambulatory and day surgeries in Italy.

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Title: Unsupervised and explainable machine learning solutions for last-minute cancelations in pediatric ambulatory and day surgeries in Italy.
Authors: Cascella M; Unit of Anesthesia and Pain Medicine, Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Baronissi, Salerno, Italy., Guerra C; Department of Medicine, Surgery, and Dentistry 'Scuola Medica Salernitana', University of Salerno, Baronissi, Salerno, Italy., De Feo R; Department of Medicine, Surgery, and Dentistry 'Scuola Medica Salernitana', University of Salerno, Baronissi, Salerno, Italy., Tarquini R; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy., Francia E; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy., Mascilini I; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy., Pizzo CM; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy., Galeotti A; Dentistry Unit, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy., Caputo M; Dentistry Unit, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy., Pedone R; Department of Psychology, University of Campania Luigi Vanvitelli, Caserta, Italy., Marinangeli F; Department of Anesthesiology, Intensive Care, and Pain Treatment, University of L'Aquila, L'Aquila, Italy., Sabbatino F; Oncology Unit, Department of Medicine, Surgery, and Dentistry, University of Salerno, Baronissi, Salerno, Italy., Marchetti G; Surgery Unit, Bios Medical Center, Rome, Italy., Cecchetti C; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy., Iyer RS; Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, United States., Vittori A; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.
Source: Frontiers in artificial intelligence [Front Artif Intell] 2026 Apr 13; Vol. 9, pp. 1743396. Date of Electronic Publication: 2026 Apr 13 (Print Publication: 2026).
Publication Type: Journal Article
Journal Info: Publisher: Frontiers Media SA Country of Publication: Switzerland NLM ID: 101770551 Publication Model: eCollection Cited Medium: Internet ISSN: 2624-8212 (Electronic) Linking ISSN: 26248212 NLM ISO Abbreviation: Front Artif Intell Subsets: PubMed not MEDLINE
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  Data: Unsupervised and explainable machine learning solutions for last-minute cancelations in pediatric ambulatory and day surgeries in Italy.
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  Data: <searchLink fieldCode="AU" term="%22Cascella+M%22">Cascella M</searchLink>; Unit of Anesthesia and Pain Medicine, Department of Medicine, Surgery and Dentistry 'Scuola Medica Salernitana', University of Salerno, Baronissi, Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Guerra+C%22">Guerra C</searchLink>; Department of Medicine, Surgery, and Dentistry 'Scuola Medica Salernitana', University of Salerno, Baronissi, Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22De+Feo+R%22">De Feo R</searchLink>; Department of Medicine, Surgery, and Dentistry 'Scuola Medica Salernitana', University of Salerno, Baronissi, Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Tarquini+R%22">Tarquini R</searchLink>; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Francia+E%22">Francia E</searchLink>; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Mascilini+I%22">Mascilini I</searchLink>; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Pizzo+CM%22">Pizzo CM</searchLink>; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Galeotti+A%22">Galeotti A</searchLink>; Dentistry Unit, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Caputo+M%22">Caputo M</searchLink>; Dentistry Unit, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Pedone+R%22">Pedone R</searchLink>; Department of Psychology, University of Campania Luigi Vanvitelli, Caserta, Italy.<br /><searchLink fieldCode="AU" term="%22Marinangeli+F%22">Marinangeli F</searchLink>; Department of Anesthesiology, Intensive Care, and Pain Treatment, University of L'Aquila, L'Aquila, Italy.<br /><searchLink fieldCode="AU" term="%22Sabbatino+F%22">Sabbatino F</searchLink>; Oncology Unit, Department of Medicine, Surgery, and Dentistry, University of Salerno, Baronissi, Salerno, Italy.<br /><searchLink fieldCode="AU" term="%22Marchetti+G%22">Marchetti G</searchLink>; Surgery Unit, Bios Medical Center, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Cecchetti+C%22">Cecchetti C</searchLink>; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Iyer+RS%22">Iyer RS</searchLink>; Department of Anesthesiology and Critical Care Medicine, Children's Hospital of Philadelphia, University of Pennsylvania, Perelman School of Medicine, Philadelphia, PA, United States.<br /><searchLink fieldCode="AU" term="%22Vittori+A%22">Vittori A</searchLink>; Department of Anesthesia, Critical Care, and Pain Medicine, ARCO, Ospedale Pediatrico Bambino Gesù IRCCS, Rome, Italy.
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