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Development and Validation of a Machine Learning Algorithm Predicting Emergency Department Use and Unplanned Hospitalization in Patients With Head and Neck Cancer.

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Title: Development and Validation of a Machine Learning Algorithm Predicting Emergency Department Use and Unplanned Hospitalization in Patients With Head and Neck Cancer.
Authors: Noel CW; Department of Otolaryngology-Head and Neck Surgery, University of Toronto, Toronto, Ontario, Canada.; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada., Sutradhar R; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada., Gotlib Conn L; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada., Forner D; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; Division of Otolaryngology-Head and Neck Surgery, Dalhousie University, Halifax, Nova Scotia, Canada., Chan WC; ICES, Toronto, Ontario, Canada., Fu R; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada., Hallet J; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.; Department of Surgical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada., Coburn NG; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.; Department of Surgical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada., Eskander A; Department of Otolaryngology-Head and Neck Surgery, University of Toronto, Toronto, Ontario, Canada.; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.; Department of Surgical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.
Source: JAMA otolaryngology-- head & neck surgery [JAMA Otolaryngol Head Neck Surg] 2022 Aug 01; Vol. 148 (8), pp. 764-772.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: American Medical Association Country of Publication: United States NLM ID: 101589542 Publication Model: Print Cited Medium: Internet ISSN: 2168-619X (Electronic) Linking ISSN: 21686181 NLM ISO Abbreviation: JAMA Otolaryngol Head Neck Surg Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Development and Validation of a Machine Learning Algorithm Predicting Emergency Department Use and Unplanned Hospitalization in Patients With Head and Neck Cancer.
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  Data: <searchLink fieldCode="AU" term="%22Noel+CW%22">Noel CW</searchLink>; Department of Otolaryngology-Head and Neck Surgery, University of Toronto, Toronto, Ontario, Canada.; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Sutradhar+R%22">Sutradhar R</searchLink>; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Gotlib+Conn+L%22">Gotlib Conn L</searchLink>; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Forner+D%22">Forner D</searchLink>; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; Division of Otolaryngology-Head and Neck Surgery, Dalhousie University, Halifax, Nova Scotia, Canada.<br /><searchLink fieldCode="AU" term="%22Chan+WC%22">Chan WC</searchLink>; ICES, Toronto, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Fu+R%22">Fu R</searchLink>; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Hallet+J%22">Hallet J</searchLink>; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.; Department of Surgical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Coburn+NG%22">Coburn NG</searchLink>; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.; Department of Surgical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.<br /><searchLink fieldCode="AU" term="%22Eskander+A%22">Eskander A</searchLink>; Department of Otolaryngology-Head and Neck Surgery, University of Toronto, Toronto, Ontario, Canada.; Institute of Health Policy, Management and Evaluation, Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.; ICES, Toronto, Ontario, Canada.; Evaluative Clinical Sciences, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.; Department of Surgical Oncology, Odette Cancer Centre, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22American+Medical+Association%22">American Medical Association </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101589542 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>2168-619X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2221686181%22">21686181 </searchLink><i>NLM ISO Abbreviation: </i>JAMA Otolaryngol Head Neck Surg <i>Subsets: </i>MEDLINE
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        Value: 10.1001/jamaoto.2022.1629
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        Text: English
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              Text: 2022 Aug 01
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