Effect of Clinical and Demographic Variables on the Hospital Stay of Patients Undergoing Total Knee Arthroplasty...21st International Conference on Informatics, Management, and Technology in Healthcare (ICIMTH), July 1-3, 2023, Athens, Greece.
The knee is the joint most affected by osteoarthritis and in its severe form can significantly affect people's physical and functional abilities. The increased demand for surgery leads to greater attention by health care management to be able to keep costs down. A major expense item for this procedu...
| Publicado en: | Studies in Health Technology & Informatics Vol. 305; pp. 131 - 135 |
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| Autores principales: | , , , , , |
| Formato: | proceedings research tables/charts Journal Article |
| Publicado: |
Sage Publications Inc.
2023
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| Acceso en línea: | Ver este registro en EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=ccm&AN=164789450&site=ehost-live header: @attributes: shortDbName: ccm uiTerm: 164789450 longDbName: CINAHL Complete uiTag: AN controlInfo: bkinfo: dissinfo: jinfo: jid: 09269630 U1V jtl: Studies in Health Technology & Informatics issn: 09269630 maglogo: N pubinfo: dt: 2023 vid: 305 pid: 344 pub: Sage Publications Inc. place: Thousand Oaks, California artinfo: ui: 164789450 164789450 164789450 10.3233/SHTI230441 164789450 ppf: 131 ppct: 4 formats: tig: atl: Effect of Clinical and Demographic Variables on the Hospital Stay of Patients Undergoing Total Knee Arthroplasty...21st International Conference on Informatics, Management, and Technology in Healthcare (ICIMTH), July 1-3, 2023, Athens, Greece. aug: au: MARINO, Marta Rosaria BOTTINO, Vincenzo NEGRI, Giacomo STINGONE, Maria Anna RUSSO, Mario Alessandro TRIASSI, Maria affil: Department of Public Health, University of Naples “Federico II”, Naples, Italy. sug: subj: Arthroplasty, Replacement, Knee Adverse Effects Length of Stay Sociodemographic Factors Disease Attributes Treatment Outcomes Human Osteoarthritis Machine Learning Algorithms Classification Validity Italy Multiple Regression T-Tests Data Analysis Software Descriptive Statistics Chi Square Test Congresses and Conferences Greece Greece ab: The knee is the joint most affected by osteoarthritis and in its severe form can significantly affect people's physical and functional abilities. The increased demand for surgery leads to greater attention by health care management to be able to keep costs down. A major expense item for this procedure is Length of Stay (LOS). In this study, several Machine Learning algorithms were tested in order to construct not only a valid predictor of LOS but also to know among the selected variables the main risk factors. To do so, activity data from the Evangelical Hospital "Betania" in Naples, Italy, from 2019-2020 were used. Among the algorithms, the best are the classification algorithms with accuracy values exceeding 90%. Finally, the results are in line with those shown by two other comparison hospitals in the area. pubtype: Academic Journal doctype: proceedings research tables/charts Journal Article ougenre: Article language: English refInfo: holdings: @attributes: islocal: N |
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