Evaluation of stacked ensemble model performance to predict clinical outcomes: A COVID-19 study (English)
- New search for: Kablan, Rianne
- New search for: Miller, Hunter A.
- New search for: Suliman, Sally
- New search for: Frieboes, Hermann B.
- New search for: Kablan, Rianne
- New search for: Miller, Hunter A.
- New search for: Suliman, Sally
- New search for: Frieboes, Hermann B.
In:
International Journal of Medical Informatics
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175
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2023
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ISSN:
- Article (Journal) / Electronic Resource
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Title:Evaluation of stacked ensemble model performance to predict clinical outcomes: A COVID-19 study
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Contributors:Kablan, Rianne ( author ) / Miller, Hunter A. ( author ) / Suliman, Sally ( author ) / Frieboes, Hermann B. ( author )
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Published in:
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Publisher:
- New search for: Elsevier B.V.
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Publication date:2023-05-03
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ISSN:
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DOI:
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Type of media:Article (Journal)
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Type of material:Electronic Resource
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Language:English
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Keywords:Machine learning , Stacked ensemble , Stacked generalization , Meta learners , Clinical data analysis , COVID-19 , ABG , Arterial blood gas , CBC , Complete blood count , GLM , Generalized Linear Model , KNN , K-Nearest Neighbors , ML , MLP , Multi-Layer Perceptron , NB , Naïve Bayes , PLS , Partial Least Squares , RF , Random Forests , SDA , Shrinkage Discriminant Analysis , SVM , Support Vector Machines
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Source:
Table of contents – Volume 175
The tables of contents are generated automatically and are based on the data records of the individual contributions available in the index of the TIB portal. The display of the Tables of Contents may therefore be incomplete.
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Evaluation of mobile applications focused on the care of patients with anxiety disorders: A systematic review in app stores in BrazilSouza do Nascimento, Viviane / Teotonio Rodrigues, Aline / Rotta, Inajara / de Mendonça Lima, Tácio / Melo Aguiar, Patricia et al. | 2023
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Can deep learning on retinal images augment known risk factors for cardiovascular disease prediction in diabetes? A prospective cohort study from the national screening programme in ScotlandMellor, Joseph / Jiang, Wenhua / Fleming, Alan / McGurnaghan, Stuart J. / Blackbourn, Luke / Styles, Caroline / Storkey, Amos J. / McKeigue, Paul M. / Colhoun, Helen M. et al. | 2023
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Participation of pharmacists and patients in web-based pharmaceutical care consultation based on MEDICODEHaihong, Chen / Rong, Shao / Yuqi, Xiong / Zhiyi, Wen / Dan, Wang / Xueyi, Liu / Fan, Yang et al. | 2023
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Application of artificial intelligence for overall survival risk stratification in oropharyngeal carcinoma: A validation of ProgTOOLAlabi, Rasheed Omobolaji / Sjöblom, Anni / Carpén, Timo / Elmusrati, Mohammed / Leivo, Ilmo / Almangush, Alhadi / Mäkitie, Antti A. et al. | 2023
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Generalizable calibrated machine learning models for real-time atrial fibrillation risk prediction in ICU patientsVerhaeghe, Jarne / De Corte, Thomas / Sauer, Christopher M. / Hendriks, Tom / Thijssens, Olivier W.M. / Ongenae, Femke / Elbers, Paul / De Waele, Jan / Van Hoecke, Sofie et al. | 2023
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Corrigendum to “Mixed methods evaluation of a computerised audit and feedback dashboard to improve patient safety through targeting acute kidney injury (AKI) in primary care” [Int. J. Med. Inform. 145 (2021) 104299]Tsang, Jung Yin / Brown, Benjamin / Peek, Niels / Campbell, Stephen / Blakeman, Thomas et al. | 2023
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Smokers’ user experience of smoking cessation apps: A systematic reviewZhang, Mengying / Wolters, Maria / O'Connor, Siobhán / Wang, Yajing / Doi, Lawrence et al. | 2023
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Predicting onset of disease progression using temporal disease occurrence networksChoudhary, G.I. / Fränti, P. et al. | 2023
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Upscaling telemonitoring in Dutch University Medical Centres: A baseline measurementGijsbers, H.J.H. / Kleiss, J. / Nurmohamed, S.A. / van de Belt, T.H. / Schijven, M.P. / Bekker, M.N. / Buijs, M.A. / Buskens, E. / Chavannes, N.H. / van Dam, D. et al. | 2023
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Editorial Board| 2023
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Comparison of the validity, perceived usefulness, and usability of I-MeDeSA and TEMAS, two tools to evaluate alert system usabilityMarcilly, Romaric / Zheng, Wu-Yi / Quindroit, Paul / Pelayo, Sylvia / Berdot, Sarah / Charpiat, Bruno / Corny, Jennifer / Drouot, Sylvain / Frery, Pauline / Leguelinel-Blache, Géraldine et al. | 2023
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From intention to action: The factors affecting health data sharing intention and actionKim, Jinsol / Im, Eunyoung / Kim, Hyeoneui et al. | 2023
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A usability evaluation of the perceived user friendliness, accessibility, and inclusiveness of a personalized digital care pathway toolHeijsters, F.A.C.J. / van Loon, G.A.P. / Santema, J.M.M. / Mullender, M.G. / Bouman, M. / de Bruijne, M.C. / van Nassau, F. et al. | 2023
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Evaluation of machine learning-based models for prediction of clinical deterioration: A systematic literature reviewJahandideh, Sepideh / Ozavci, Guncag / Sahle, Berhe W. / Kouzani, Abbas Z. / Magrabi, Farah / Bucknall, Tracey et al. | 2023
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Increasing acceptance of medical AI: The role of medical staff participation in AI developmentHuo, Weiwei / Yuan, Xinze / Li, Xianmiao / Luo, Wenhao / Xie, Jiaying / Shi, Bowen et al. | 2023
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Prediction of disease comorbidity using explainable artificial intelligence and machine learning techniques: A systematic reviewAlsaleh, Mohanad M. / Allery, Freya / Choi, Jung Won / Hama, Tuankasfee / McQuillin, Andrew / Wu, Honghan / Thygesen, Johan H. et al. | 2023
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Usability of a mobile application for the clinical follow-up of patients with chronic obstructive pulmonary disease and home oxygen therapyNaranjo-Rojas, Anisbed / Perula-de Torres, Luis Ángel / Cruz-Mosquera, Freiser Eceomo / Molina-Recio, Guillermo et al. | 2023
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Security, confidentiality, privacy and patient safety in the hospital information systems from the users’ perspective: A cross-sectional studyAlipour, Jahanpour / Mehdipour, Yousef / Karimi, Afsaneh / Khorashadizadeh, Mohadeseh / Akbarpour, Maryam et al. | 2023
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Clinicians’ perspectives on wearable sensor technology as an alternative bedside monitoring tool in two West African countriesGhomrawi, Hassan M. / Many, Benjamin T. / Holl, Jane L. / Ahmed, Abdalrahman G. / Jackson, Morgan E. / Sibley, Jefferson / Khan, Rafi / Kaufmann, Elsie E. / Appeadu-Mensah, William / Abdullah, Fizan et al. | 2023
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Evaluation of stacked ensemble model performance to predict clinical outcomes: A COVID-19 studyKablan, Rianne / Miller, Hunter A. / Suliman, Sally / Frieboes, Hermann B. et al. | 2023
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In memory of Dr. Virginia K. Saba EdD, DS, RN, FAAN, FACMI nursing Informatics pioneerDykes, Patricia C. / Skiba, Diane J. et al. | 2023