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000 | 09888naa a2200769 4500 | |
001 | oai:DiVA.org:oru-107484 | |
003 | SwePub | |
008 | 230809s2023 | |||||||||||000 ||eng| | |
024 | 7 | a https://urn.kb.se/resolve?urn=urn:nbn:se:oru:diva-1074842 URI |
024 | 7 | a https://doi.org/10.3390/jcm121447502 DOI |
040 | a (SwePub)oru | |
041 | a engb eng | |
042 | 9 SwePub | |
072 | 7 | a ref2 swepub-contenttype |
072 | 7 | a art2 swepub-publicationtype |
100 | 1 | a Wu, Lijuanu Institute of Sciences in Emergency Medicine, Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China; Medical Research Institute, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China4 aut |
245 | 1 0 | a The Association between Emergency Department Length of Stay and In-Hospital Mortality in Older Patients Using Machine Learning :b An Observational Cohort Study |
264 | 1 | b MDPI,c 2023 |
338 | a print2 rdacarrier | |
500 | a This research was supported by the Youth Science Fund of the National Natural Science Foundation of China (Grant No. 61802149). | |
520 | a The association between emergency department (ED) length of stay (EDLOS) with in-hospital mortality (IHM) in older patients remains unclear. This retrospective study aims to delineate the relationship between EDLOS and IHM in elderly patients. From the ED patients (n = 383,586) who visited an urban academic tertiary care medical center from January 2010 to December 2016, 78,478 older patients (age ≥60 years) were identified and stratified into three age subgroups: 60-74 (early elderly), 75-89 (late elderly), and ≥90 years (longevous elderly). We applied multiple machine learning approaches to identify the risk correlation trends between EDLOS and IHM, as well as boarding time (BT) and IHM. The incidence of IHM increased with age: 60-74 (2.7%), 75-89 (4.5%), and ≥90 years (6.3%). The best area under the receiver operating characteristic curve was obtained by Light Gradient Boosting Machine model for age groups 60-74, 75-89, and ≥90 years, which were 0.892 (95% CI, 0.870-0.916), 0.886 (95% CI, 0.861-0.911), and 0.838 (95% CI, 0.782-0.887), respectively. Our study showed that EDLOS and BT were statistically correlated with IHM (p < 0.001), and a significantly higher risk of IHM was found in low EDLOS and high BT. The flagged rate of quality assurance issues was higher in lower EDLOS ≤1 h (9.96%) vs. higher EDLOS 7 h | |
650 | 7 | a MEDICIN OCH HÄLSOVETENSKAPx Hälsovetenskapx Omvårdnad0 (SwePub)303052 hsv//swe |
650 | 7 | a MEDICAL AND HEALTH SCIENCESx Health Sciencesx Nursing0 (SwePub)303052 hsv//eng |
650 | 7 | a MEDICIN OCH HÄLSOVETENSKAPx Klinisk medicinx Anestesi och intensivvård0 (SwePub)302012 hsv//swe |
650 | 7 | a MEDICAL AND HEALTH SCIENCESx Clinical Medicinex Anesthesiology and Intensive Care0 (SwePub)302012 hsv//eng |
653 | a Boarding time | |
653 | a emergency department | |
653 | a in-hospital mortality | |
653 | a length of stay | |
653 | a machine learning | |
653 | a older adults | |
700 | 1 | a Chen, Xuanhuiu Medical Big Data Center, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China4 aut |
700 | 1 | a Khalemsky, Annau Management Department, Hadassah Academic College, Jerusalem 91010, Israel4 aut |
700 | 1 | a Li, Deyangu Institute of Sciences in Emergency Medicine, Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China4 aut |
700 | 1 | a Zoubeidi, Taoufiku Department of Statistics, College of Business and Economics, UAE University, Al Ain 1555, United Arab Emirates4 aut |
700 | 1 | a Lauque, Dominiqueu Department of Emergency of Medicine, Beth Israel Deaconess Medical Center, Teaching Hospital of Harvard Medical School, Boston, MA 02115, USA; Department of Emergency Medicine, Purpan Hospital and Toulouse III University, 31300 Toulouse, France4 aut |
700 | 1 | a Alsabri, Mohammedu Department of Emergency of Medicine, Beth Israel Deaconess Medical Center, Teaching Hospital of Harvard Medical School, Boston, MA 02115, USA; Department of Pediatrics, Brookdale University Hospital and Medical Center, 1 Brookdale Plaza, Brooklyn, NY 11212, USA4 aut |
700 | 1 | a Boudi, Zoubiru Department of Emergency Medicine, Dr Sulaiman Alhabib Hospital, Dubai 2542, United Arab Emirates; Global Network on Emergency Medicine, Brookline, MA 02446, USA4 aut |
700 | 1 | a Kumar, Vijaya Arunu Department of Emergency Medicine, Wayne State University School of Medicine, Detroit, MI 48201, USA4 aut |
700 | 1 | a Paxton, Jamesu Department of Emergency Medicine, Wayne State University School of Medicine, Detroit, MI 48201, USA4 aut |
700 | 1 | a Tsilimingras, Dionyssiosu Department of Family Medicine & Public Health Sciences, Wayne State University School of Medicine, Detroit, MI 48201, USA4 aut |
700 | 1 | a Kurland, Lisa,d 1960-u Örebro universitet,Institutionen för medicinska vetenskaper,Department of Medical Sciences, Örebro University, Örebro, Sweden4 aut0 (Swepub:oru)lkd |
700 | 1 | a Schwartz, Davidu Information Systems Department, Graduate School of Business Administration, Bar-Ilan University, Ramat-Gan 529002, Israel4 aut |
700 | 1 | a Hachimi-Idrissi, Saidu Global Network on Emergency Medicine, Brookline, MA 02446, USA; Department of Emergency Medicine, Ghent University Hospital, 9000 Ghent, Belgium4 aut |
700 | 1 | a Camargo, Carlos A.u Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA4 aut |
700 | 1 | a Liu, Shan W.u Department of Emergency Medicine, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA4 aut |
700 | 1 | a Savioli, Gabrieleu Emergency Department, IRCCS Fondazione Policlinico San Matteo, 27100 Pavia, Italy4 aut |
700 | 1 | a Intas, Gerogeu Department of Critical Care, General Hospital of Nikaia Agios Panteleimon, 18454 Athens, Greece4 aut |
700 | 1 | a Soni, Kapil Devu Jai Prakash Narayan Apex Trauma Center, Ring Road, New Delhi 110029, India4 aut |
700 | 1 | a Junhasavasdikul, Detajinu Department of Medicine, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand4 aut |
700 | 1 | a Cabello, Jose Javier Trujillanou Intensive Care Unit, Hospital Universitari Arnau de Vilanova, 25198 Lleida, Spain4 aut |
700 | 1 | a Rathlev, Niels K.u Department of Emergency Medicine, University of Massachusetts Medical School, Baystate, Springfield, MA 01199, USA4 aut |
700 | 1 | a Tazarourte, Karimu Department of Health Quality, University Hospital, Hospices Civils, 69002 Lyon, France; Department of Emergency Medicine, University Hospital, Hospices Civils, 69002 Lyon, France4 aut |
700 | 1 | a Slagman, Annau Division of Emergency and Acute Medicine, Campus Virchow Klinikum and Charité Campus Mitte, Charité Universitätsmedizin, 10117 Berlin, Germany4 aut |
700 | 1 | a Christ, Michaelu Department of Emergency Medicine, 6000 Lucerne, Switzerland4 aut |
700 | 1 | a Singer, Adam J.u Department of Emergency Medicine, Renaissance Scholl of Medicine at Stony Brook University, Stony Brook, NY 11794, USA4 aut |
700 | 1 | a Lang, Eddyu Department of Emergency Medicine, Emergency Medicine Cumming School of Medicine, University of Calgary, Alberta Health Services, Calgary, AB T2N 1N4, Canada4 aut |
700 | 1 | a Ricevuti, Giovanniu Emergency Medicine, School of Pharmacy, University of Pavia, 27100 Pavia, Italy4 aut |
700 | 1 | a Li, Xinu Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China4 aut |
700 | 1 | a Liang, Huiyingu Medical Big Data Center, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China4 aut |
700 | 1 | a Grossman, Shamai A.u Department of Emergency of Medicine, Beth Israel Deaconess Medical Center, Teaching Hospital of Harvard Medical School, Boston, MA 02115, USA4 aut |
700 | 1 | a Bellou, Abdelouahabu Institute of Sciences in Emergency Medicine, Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China; Department of Emergency of Medicine, Beth Israel Deaconess Medical Center, Teaching Hospital of Harvard Medical School, Boston, MA 02115, USA; Global Network on Emergency Medicine, Brookline, MA 02446, USA; Department of Emergency Medicine, Wayne State University School of Medicine, Detroit, MI 48201, USA; Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China4 aut |
710 | 2 | a Institute of Sciences in Emergency Medicine, Department of Emergency Medicine, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China; Medical Research Institute, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, Chinab Medical Big Data Center, Guangdong Provincial People's Hospital (Guangdong Academy of Medical Sciences), Southern Medical University, Guangzhou 510080, China4 org |
773 | 0 | t Journal of Clinical Medicined : MDPIg 12:14q 12:14x 2077-0383 |
856 | 4 | u https://doi.org/10.3390/jcm12144750y Fulltext |
856 | 4 8 | u https://urn.kb.se/resolve?urn=urn:nbn:se:oru:diva-107484 |
856 | 4 8 | u https://doi.org/10.3390/jcm12144750 |
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