{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T09:49:45Z","timestamp":1747216185804,"version":"3.40.5"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"type":"electronic","value":"9781643685274"}],"license":[{"start":{"date-parts":[[2024,7,24]],"date-time":"2024-07-24T00:00:00Z","timestamp":1721779200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,7,24]]},"abstract":"<jats:p>Hospital-acquired falls are a continuing clinical concern. The emergence of advanced analytical methods, including NLP, has created opportunities to leverage nurse-generated data, such as clinical notes, to better address the problem of falls. In this nurse-driven study, we employed an iterative process for expert manual annotation of RNs clinical notes to enable the training and testing of an NLP pipeline to extract factors related to falls. The resulting annotated data corpus had moderately high interrater reliability (F-score=0.74) and captured a breadth of clinical concepts for extraction with potential utility beyond patient falls. Further research is needed to determine which annotation tasks most benefit from nursing expert annotators, to optimize efficiency when tapping into the invaluable resource represented by the nursing workforce<\/jats:p>","DOI":"10.3233\/shti240172","type":"book-chapter","created":{"date-parts":[[2024,7,24]],"date-time":"2024-07-24T11:12:01Z","timestamp":1721819521000},"source":"Crossref","is-referenced-by-count":0,"title":["Unveiling Fall Risk Factors: Nurse-Driven Corpus Development for Natural Language Processing"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6325-1200","authenticated-orcid":false,"given":"Ragnhildur I.","family":"Bjarnadottir","sequence":"first","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"}]},{"given":"Yonghui","family":"Wu","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"}]},{"given":"Urszula A.","family":"Snigurska","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"}]},{"given":"Sarah E.","family":"Ser","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"}]},{"given":"Laurence M.","family":"Solberg","sequence":"additional","affiliation":[{"name":"GRECC, North Florida\/South Georgia VHS, Gainesville, FL USA"}]},{"given":"Kimberly A.","family":"Martinez","sequence":"additional","affiliation":[{"name":"UF Health Shands Hospital, Gainesville, FL, USA"}]},{"given":"Summer","family":"Bolin","sequence":"additional","affiliation":[{"name":"UF Health Shands Hospital, Gainesville, FL, USA"}]},{"given":"Shannon E.","family":"Dwarica","sequence":"additional","affiliation":[{"name":"UF Health Shands Hospital, Gainesville, FL, USA"}]},{"given":"Elizabeth","family":"Dunn","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"},{"name":"UF Health Shands Hospital, Gainesville, FL, USA"}]},{"given":"Laurie J.D.","family":"Duckworth","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"},{"name":"UF Health Shands Hospital, Gainesville, FL, USA"}]},{"given":"Cxiwei","family":"Lou","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"}]},{"given":"Daniel J.","family":"Paredes","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"}]},{"given":"Zehao","family":"Yu","sequence":"additional","affiliation":[{"name":"University of Florida, Gainesville, FL, USA"}]},{"given":"Robert J.","family":"Lucero","sequence":"additional","affiliation":[{"name":"University of California Los Angeles, Los Angeles, CA, USA"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","Innovation in Applied Nursing Informatics"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI240172","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,7,24]],"date-time":"2024-07-24T11:12:02Z","timestamp":1721819522000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI240172"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,7,24]]},"ISBN":["9781643685274"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti240172","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"type":"print","value":"0926-9630"},{"type":"electronic","value":"1879-8365"}],"subject":[],"published":{"date-parts":[[2024,7,24]]}}}