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Clinician preferences for explainable AI in critical care: a comparative study of interpretable models and visualizations for intubation decision support.

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Title: Clinician preferences for explainable AI in critical care: a comparative study of interpretable models and visualizations for intubation decision support.
Authors: Xian T; Alliance Manchester Business School, University of Manchester, Manchester, UK., Mehandjiev N; College of Social Sciences, University of Birmingham, Birmingham, UK., Constantinides P; Alliance Manchester Business School, University of Manchester, Manchester, UK. Electronic address: panos.constantinides@manchester.ac.uk., Chen YW; Alliance Manchester Business School, University of Manchester, Manchester, UK., Quboa Q; Alliance Manchester Business School, University of Manchester, Manchester, UK., Kitchen G; School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK; Anaesthesia and Critical Care, Manchester University NHS Foundation Trust, Manchester, UK.
Source: International journal of medical informatics [Int J Med Inform] 2026 Apr 15; Vol. 210, pp. 106287. Date of Electronic Publication: 2026 Jan 18.
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Elsevier Science Ireland Ltd Country of Publication: Ireland NLM ID: 9711057 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8243 (Electronic) Linking ISSN: 13865056 NLM ISO Abbreviation: Int J Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: Clinician preferences for explainable AI in critical care: a comparative study of interpretable models and visualizations for intubation decision support.
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  Data: <searchLink fieldCode="AU" term="%22Xian+T%22">Xian T</searchLink>; Alliance Manchester Business School, University of Manchester, Manchester, UK.<br /><searchLink fieldCode="AU" term="%22Mehandjiev+N%22">Mehandjiev N</searchLink>; College of Social Sciences, University of Birmingham, Birmingham, UK.<br /><searchLink fieldCode="AU" term="%22Constantinides+P%22">Constantinides P</searchLink>; Alliance Manchester Business School, University of Manchester, Manchester, UK. Electronic address: panos.constantinides@manchester.ac.uk.<br /><searchLink fieldCode="AU" term="%22Chen+YW%22">Chen YW</searchLink>; Alliance Manchester Business School, University of Manchester, Manchester, UK.<br /><searchLink fieldCode="AU" term="%22Quboa+Q%22">Quboa Q</searchLink>; Alliance Manchester Business School, University of Manchester, Manchester, UK.<br /><searchLink fieldCode="AU" term="%22Kitchen+G%22">Kitchen G</searchLink>; School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK; Anaesthesia and Critical Care, Manchester University NHS Foundation Trust, Manchester, UK.
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  Data: <searchLink fieldCode="JN" term="%229711057%22">International journal of medical informatics</searchLink> [Int J Med Inform] 2026 Apr 15; Vol. 210, pp. 106287. <i>Date of Electronic Publication: </i>2026 Jan 18.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science+Ireland+Ltd%22">Elsevier Science Ireland Ltd </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>9711057 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1872-8243 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213865056%22">13865056 </searchLink><i>NLM ISO Abbreviation: </i>Int J Med Inform <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.ijmedinf.2026.106287
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              Text: 2026 Apr 15
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