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Development and validation of a machine learning model for accurate detection of wrong blood in tube errors in hospitalized patients.

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Title: Development and validation of a machine learning model for accurate detection of wrong blood in tube errors in hospitalized patients.
Authors: Tortosa-Carreres J; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., Vañó-Bellver A; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., Martínez-Cerezuela A; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., Fuster-Lluch Ó; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., García-Ruiz L; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., Rodríguez-Romero E; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., Sierra-Rivera A; Laboratory Department, Consorci Hospital General Universitari de València, València, Spain., Comes-Raga A; Laboratory Department, Hospital Arnau de Vilanova, Carrer de Sant Clement València, Spain., Cátedra C; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., Tadeo-Garisto V; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., Igumnova-Dubovikova A; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain., Gisbert-Criado R; Laboratory Department, Hospital Arnau de Vilanova, Carrer de Sant Clement València, Spain., Sahuquillo-Frias L; Laboratory Department, Consorci Hospital General Universitari de València, València, Spain., Laiz-Marro B; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.
Source: Clinical chemistry and laboratory medicine [Clin Chem Lab Med] 2025 Oct 29; Vol. 64 (3), pp. 617-629. Date of Electronic Publication: 2025 Oct 29 (Print Publication: 2026).
Publication Type: Journal Article; Multicenter Study; Validation Study
Journal Info: Publisher: Walter De Gruyter Country of Publication: Germany NLM ID: 9806306 Publication Model: Electronic-Print Cited Medium: Internet ISSN: 1437-4331 (Electronic) Linking ISSN: 14346621 NLM ISO Abbreviation: Clin Chem Lab Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Development and validation of a machine learning model for accurate detection of wrong blood in tube errors in hospitalized patients.
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  Data: <searchLink fieldCode="AU" term="%22Tortosa-Carreres+J%22">Tortosa-Carreres J</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22Vañó-Bellver+A%22">Vañó-Bellver A</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22Martínez-Cerezuela+A%22">Martínez-Cerezuela A</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22Fuster-Lluch+Ó%22">Fuster-Lluch Ó</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22García-Ruiz+L%22">García-Ruiz L</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22Rodríguez-Romero+E%22">Rodríguez-Romero E</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22Sierra-Rivera+A%22">Sierra-Rivera A</searchLink>; Laboratory Department, Consorci Hospital General Universitari de València, València, Spain.<br /><searchLink fieldCode="AU" term="%22Comes-Raga+A%22">Comes-Raga A</searchLink>; Laboratory Department, Hospital Arnau de Vilanova, Carrer de Sant Clement València, Spain.<br /><searchLink fieldCode="AU" term="%22Cátedra+C%22">Cátedra C</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22Tadeo-Garisto+V%22">Tadeo-Garisto V</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22Igumnova-Dubovikova+A%22">Igumnova-Dubovikova A</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.<br /><searchLink fieldCode="AU" term="%22Gisbert-Criado+R%22">Gisbert-Criado R</searchLink>; Laboratory Department, Hospital Arnau de Vilanova, Carrer de Sant Clement València, Spain.<br /><searchLink fieldCode="AU" term="%22Sahuquillo-Frias+L%22">Sahuquillo-Frias L</searchLink>; Laboratory Department, Consorci Hospital General Universitari de València, València, Spain.<br /><searchLink fieldCode="AU" term="%22Laiz-Marro+B%22">Laiz-Marro B</searchLink>; Laboratory Department, 16273 Hospital Univeritari i Politècnic la Fe , València, Spain.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Walter+De+Gruyter%22">Walter De Gruyter </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>9806306 <i>Publication Model: </i>Electronic-Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1437-4331 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214346621%22">14346621 </searchLink><i>NLM ISO Abbreviation: </i>Clin Chem Lab Med <i>Subsets: </i>MEDLINE
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              Text: 2025 Oct 29
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