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Machine Learning to Predict Implant-Based Breast Reconstruction Failure: A Bootstrap-Validated Elastic Net Model.

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Title: Machine Learning to Predict Implant-Based Breast Reconstruction Failure: A Bootstrap-Validated Elastic Net Model.
Authors: Berkane Y; Department of Plastic, Reconstructive and Aesthetic Surgery, CHU de Rennes, University of Rennes, 35000, Rennes, France. yanis.berkane@chu-rennes.fr.; SITI Laboratory, UMR1236, Etablissement Français du Sang, University of Rennes, 35000, Rennes, France. yanis.berkane@chu-rennes.fr., Scarabosio A; Plastic and Reconstructive Surgery, Department of Medical Area, University Hospital Santa Maria della Misericordia of Udine, 33100, Udine, Italy., Caputo GG; Plastic and Reconstructive Surgery, Department of Medical Area, University Hospital Santa Maria della Misericordia of Udine, 33100, Udine, Italy., Girard P; Department of Plastic, Reconstructive and Aesthetic Surgery, CHU de Rennes, University of Rennes, 35000, Rennes, France.; SITI Laboratory, UMR1236, Etablissement Français du Sang, University of Rennes, 35000, Rennes, France., Albanese R; Plastic and Reconstructive Surgery, Department of Medical Area, University Hospital Santa Maria della Misericordia of Udine, 33100, Udine, Italy., Tambasco D; Plastic Surgery Unit, San Carlo di Nancy Hospital, 00165, Rome, Italy., Bertheuil N; Department of Plastic, Reconstructive and Aesthetic Surgery, CHU de Rennes, University of Rennes, 35000, Rennes, France. nicolas.bertheuil@chu-rennes.fr.; SITI Laboratory, UMR1236, Etablissement Français du Sang, University of Rennes, 35000, Rennes, France. nicolas.bertheuil@chu-rennes.fr., Bodin F; Department of Plastic, Aesthetic and Maxillofacial Surgery, CHRU de Strasbourg, 67091, Strasbourg, France.; ICube laboratory, CNRS UMR 7357, MMB, University of Strasbourg, 67091, Strasbourg, France., Jacquinot N; Department of Gastroenterology, Nancy University Hospital, University of Lorraine, Vandoeuvre-lès-Nancy, F-54052, Nancy, France., Parodi PC; Plastic Surgery Unit, San Carlo di Nancy Hospital, 00165, Rome, Italy.
Source: Aesthetic plastic surgery [Aesthetic Plast Surg] 2026 Jun; Vol. 50 (11), pp. 4097-4110. Date of Electronic Publication: 2026 Apr 13.
Publication Type: Journal Article
Journal Info: Publisher: Springer-Verlag Country of Publication: United States NLM ID: 7701756 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1432-5241 (Electronic) Linking ISSN: 0364216X NLM ISO Abbreviation: Aesthetic Plast Surg Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Berkane+Y%22">Berkane Y</searchLink>; Department of Plastic, Reconstructive and Aesthetic Surgery, CHU de Rennes, University of Rennes, 35000, Rennes, France. yanis.berkane@chu-rennes.fr.; SITI Laboratory, UMR1236, Etablissement Français du Sang, University of Rennes, 35000, Rennes, France. yanis.berkane@chu-rennes.fr.<br /><searchLink fieldCode="AU" term="%22Scarabosio+A%22">Scarabosio A</searchLink>; Plastic and Reconstructive Surgery, Department of Medical Area, University Hospital Santa Maria della Misericordia of Udine, 33100, Udine, Italy.<br /><searchLink fieldCode="AU" term="%22Caputo+GG%22">Caputo GG</searchLink>; Plastic and Reconstructive Surgery, Department of Medical Area, University Hospital Santa Maria della Misericordia of Udine, 33100, Udine, Italy.<br /><searchLink fieldCode="AU" term="%22Girard+P%22">Girard P</searchLink>; Department of Plastic, Reconstructive and Aesthetic Surgery, CHU de Rennes, University of Rennes, 35000, Rennes, France.; SITI Laboratory, UMR1236, Etablissement Français du Sang, University of Rennes, 35000, Rennes, France.<br /><searchLink fieldCode="AU" term="%22Albanese+R%22">Albanese R</searchLink>; Plastic and Reconstructive Surgery, Department of Medical Area, University Hospital Santa Maria della Misericordia of Udine, 33100, Udine, Italy.<br /><searchLink fieldCode="AU" term="%22Tambasco+D%22">Tambasco D</searchLink>; Plastic Surgery Unit, San Carlo di Nancy Hospital, 00165, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Bertheuil+N%22">Bertheuil N</searchLink>; Department of Plastic, Reconstructive and Aesthetic Surgery, CHU de Rennes, University of Rennes, 35000, Rennes, France. nicolas.bertheuil@chu-rennes.fr.; SITI Laboratory, UMR1236, Etablissement Français du Sang, University of Rennes, 35000, Rennes, France. nicolas.bertheuil@chu-rennes.fr.<br /><searchLink fieldCode="AU" term="%22Bodin+F%22">Bodin F</searchLink>; Department of Plastic, Aesthetic and Maxillofacial Surgery, CHRU de Strasbourg, 67091, Strasbourg, France.; ICube laboratory, CNRS UMR 7357, MMB, University of Strasbourg, 67091, Strasbourg, France.<br /><searchLink fieldCode="AU" term="%22Jacquinot+N%22">Jacquinot N</searchLink>; Department of Gastroenterology, Nancy University Hospital, University of Lorraine, Vandoeuvre-lès-Nancy, F-54052, Nancy, France.<br /><searchLink fieldCode="AU" term="%22Parodi+PC%22">Parodi PC</searchLink>; Plastic Surgery Unit, San Carlo di Nancy Hospital, 00165, Rome, Italy.
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  Data: <searchLink fieldCode="JN" term="%227701756%22">Aesthetic plastic surgery</searchLink> [Aesthetic Plast Surg] 2026 Jun; Vol. 50 (11), pp. 4097-4110. <i>Date of Electronic Publication: </i>2026 Apr 13.
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              Text: 2026 Jun
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