{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,27]],"date-time":"2026-03-27T20:13:29Z","timestamp":1774642409993,"version":"3.50.1"},"reference-count":79,"publisher":"Oxford University Press (OUP)","issue":"1","license":[{"start":{"date-parts":[[2021,11,13]],"date-time":"2021-11-13T00:00:00Z","timestamp":1636761600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/academic.oup.com\/journals\/pages\/open_access\/funder_policies\/chorus\/standard_publication_model"}],"funder":[{"DOI":"10.13039\/100000002","name":"NIH","doi-asserted-by":"publisher","award":["K23HL141639"],"award-info":[{"award-number":["K23HL141639"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000002","name":"NIH","doi-asserted-by":"publisher","award":["R38HL143613-01"],"award-info":[{"award-number":["R38HL143613-01"]}],"id":[{"id":"10.13039\/100000002","id-type":"DOI","asserted-by":"publisher"}]},{"name":"University of Pennsylvania Center for Precision Medicine"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021,12,28]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:sec>\n                  <jats:title>Objective<\/jats:title>\n                  <jats:p>Frailty is a prevalent risk factor for adverse outcomes among patients with chronic lung disease. However, identifying frail patients who may benefit from interventions is challenging using standard data sources. We therefore sought to identify phrases in clinical notes in the electronic health record (EHR) that describe actionable frailty syndromes.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Materials and Methods<\/jats:title>\n                  <jats:p>We used an active learning strategy to select notes from the EHR and annotated each sentence for 4 actionable aspects of frailty: respiratory impairment, musculoskeletal problems, fall risk, and nutritional deficiencies. We compared the performance of regression, tree-based, and neural network models to predict the labels for each sentence. We evaluated performance with the scaled Brier score (SBS), where 1 is perfect and 0 is uninformative, and the positive predictive value (PPV).<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Results<\/jats:title>\n                  <jats:p>We manually annotated 155\u00a0952 sentences from 326 patients. Elastic net regression had the best performance across all 4 frailty aspects (SBS 0.52, 95% confidence interval [CI] 0.49\u20130.54) followed by random forests (SBS 0.49, 95% CI 0.47\u20130.51), and multi-task neural networks (SBS 0.39, 95% CI 0.37\u20130.42). For the elastic net model, the PPV for identifying the presence of respiratory impairment was 54.8% (95% CI 53.3%\u201356.6%) at a sensitivity of 80%.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Discussion<\/jats:title>\n                  <jats:p>Classification models using EHR notes can effectively identify actionable aspects of frailty among patients living with chronic lung disease. Regression performed better than random forest and neural network models.<\/jats:p>\n               <\/jats:sec>\n               <jats:sec>\n                  <jats:title>Conclusions<\/jats:title>\n                  <jats:p>NLP-based models offer promising support to population health management programs that seek to identify and refer community-dwelling patients with frailty for evidence-based interventions.<\/jats:p>\n               <\/jats:sec>","DOI":"10.1093\/jamia\/ocab248","type":"journal-article","created":{"date-parts":[[2021,10,28]],"date-time":"2021-10-28T19:13:08Z","timestamp":1635448388000},"page":"109-119","source":"Crossref","is-referenced-by-count":13,"title":["Development and validation of a prediction model for actionable aspects of frailty in the text of clinicians\u2019 encounter notes"],"prefix":"10.1093","volume":"29","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-3515-132X","authenticated-orcid":false,"given":"Jacob A","family":"Martin","sequence":"first","affiliation":[{"name":"Division of Cardiology, Department of Medicine, New York University Grossman School of Medicine, New York, New York, USA"},{"name":"Palliative and Advanced Illness Research (PAIR) Center, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"},{"name":"Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA"}]},{"given":"Andrew","family":"Crane-Droesch","sequence":"additional","affiliation":[{"name":"Palliative and Advanced Illness Research (PAIR) Center, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Folasade C","family":"Lapite","sequence":"additional","affiliation":[{"name":"Tulane University School of Medicine, New Orleans, Louisiana, USA"}]},{"given":"Joseph C","family":"Puhl","sequence":"additional","affiliation":[{"name":"Palliative and Advanced Illness Research (PAIR) Center, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Tyler E","family":"Kmiec","sequence":"additional","affiliation":[{"name":"Palliative and Advanced Illness Research (PAIR) Center, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Jasmine A","family":"Silvestri","sequence":"additional","affiliation":[{"name":"Palliative and Advanced Illness Research (PAIR) Center, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Lyle H","family":"Ungar","sequence":"additional","affiliation":[{"name":"Department of Computer and Information Science, University of Pennsylvania School of Engineering and Applied Science, Philadelphia, Pennsylvania, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-2098-6340","authenticated-orcid":false,"given":"Bruce P","family":"Kinosian","sequence":"additional","affiliation":[{"name":"Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA"},{"name":"Division of Geriatrics, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"},{"name":"Geriatrics and Extended Care Data Analysis Center, Corporal Michael J Crescenz VA Medical Center, Philadelphia, Pennsylvania, USA"}]},{"given":"Blanca E","family":"Himes","sequence":"additional","affiliation":[{"name":"Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Rebecca A","family":"Hubbard","sequence":"additional","affiliation":[{"name":"Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Joshua M","family":"Diamond","sequence":"additional","affiliation":[{"name":"Pulmonary, Allergy, and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Vivek","family":"Ahya","sequence":"additional","affiliation":[{"name":"Pulmonary, Allergy, and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Michael W","family":"Sims","sequence":"additional","affiliation":[{"name":"Pulmonary, Allergy, and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"given":"Scott D","family":"Halpern","sequence":"additional","affiliation":[{"name":"Palliative and Advanced Illness Research (PAIR) Center, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"},{"name":"Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA"},{"name":"Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"},{"name":"Pulmonary, Allergy, and Critical Care Division, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9588-3819","authenticated-orcid":false,"given":"Gary E","family":"Weissman","sequence":"additional","affiliation":[{"name":"Palliative and Advanced Illness Research (PAIR) Center, Department of Medicine, University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania, USA"},{"name":"Leonard Davis Institute of Health Economics, University of Pennsylvania, Philadelphia, Pennsylvania, USA"},{"name":"Pulmonary, Allergy, and Critical Care 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