{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,2,22]],"date-time":"2025-02-22T05:24:06Z","timestamp":1740201846008,"version":"3.37.3"},"reference-count":0,"publisher":"IOS Press","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[1998]]},"abstract":"<jats:p>Current natural language processing techniques for recognition of concepts in the electronic medical record have been insufficient to allow their broad use for coding information automatically. We have undertaken a preliminary investigation into the use of machine learning methods to recognize procedure codes from emergency room dictations for a trauma registry. Our preliminary results indicate moderate success, and we believe future enhancements with additional learning techniques and selected natural language processing approaches will be fruitful.<\/jats:p>","DOI":"10.3233\/978-1-60750-896-0-665","type":"book-chapter","created":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T09:02:47Z","timestamp":1740128567000},"source":"Crossref","is-referenced-by-count":0,"title":["Automatic Prediction of Trauma Registry Procedure Codes from Emergency Room Dictations"],"prefix":"10.3233","author":[{"family":"Hersh William R.","sequence":"additional","affiliation":[]},{"family":"Leen Todd K.","sequence":"additional","affiliation":[]},{"family":"Malveau Susan","sequence":"additional","affiliation":[]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","MEDINFO &amp;apos;98"],"original-title":[],"deposited":{"date-parts":[[2025,2,21]],"date-time":"2025-02-21T09:31:20Z","timestamp":1740130280000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.medra.org\/servlet\/aliasResolver?alias=iospressISSNISBN&issn=0926-9630&volume=52&spage=665"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[1998]]},"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/978-1-60750-896-0-665","relation":{},"ISSN":["0926-9630"],"issn-type":[{"value":"0926-9630","type":"print"}],"subject":[],"published":{"date-parts":[[1998]]}}}