{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T21:02:53Z","timestamp":1777669373233,"version":"3.51.4"},"reference-count":24,"publisher":"SAGE Publications","issue":"1","license":[{"start":{"date-parts":[[2006,3,1]],"date-time":"2006-03-01T00:00:00Z","timestamp":1141171200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Hum Factors"],"published-print":{"date-parts":[[2006,3]]},"abstract":"<jats:p>Objective: The goals of this study were to understand the reasons underlying the limited use of medical decision-support tools and to explore the potential of a computerbased tutorial to mitigate barriers to use. Background: Medical decision-support tools such the Acute Cardiac Ischemia Time-Insensitive Predictive Instrument (ACITIPI) have demonstrated statistical validity and clinical impact for patient safety but have seen limited adoption and use. Methods: The study developed a brief Web-based \u201cdemystifying\u201d ACI-TIPI tutorial employing case-based training and valuated the effectiveness of that tutorial in changing self-reported attitudes and behaviors. Results: Clinicians using the tutorial reported greater understanding of how to use the ACITIPI score appropriately and increased confidence in the score. Case studies in the tutorial that provided examples of how to use the score for actual cases were rated as especially helpful. Conclusion: This study suggests that a primary barrier to the use of statistical decision support tools for patient diagnosis is lack of training or experience in combining a population-based numerical risk score with other diagnostic information about the individual patient's case that is not considered in that score. The results of this study indicate that there is a potential for a relatively brief tutorial to increase acceptance and use of decision support tools for medical diagnosis. Application: These findings have the potential for the identification of methods to help clinicians learn how to use statistical and probabilistic information to better assess risk and to promote integration of decision support tools into medical decision making for improvement of patient safety.<\/jats:p>","DOI":"10.1518\/001872006776412306","type":"journal-article","created":{"date-parts":[[2006,4,3]],"date-time":"2006-04-03T17:14:38Z","timestamp":1144084478000},"page":"95-108","source":"Crossref","is-referenced-by-count":30,"title":["The Potential of Training to Increase Acceptance and Use of Computerized Decision Support Systems for Medical Diagnosis"],"prefix":"10.1177","volume":"48","author":[{"given":"Fuji","family":"Lai","sequence":"first","affiliation":[{"name":"Aptima Woburn, Massachusetts"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jean","family":"Macmillan","sequence":"additional","affiliation":[{"name":"Aptima Woburn, Massachusetts"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Denise H.","family":"Daudelin","sequence":"additional","affiliation":[{"name":"Tufts-New England Medical Center, Boston, Massachusetts"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David M.","family":"Kent","sequence":"additional","affiliation":[{"name":"Tufts-New England Medical Center, Boston, Massachusetts"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"179","published-online":{"date-parts":[[2006,3,1]]},"reference":[{"key":"atypb1","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(96)91555-X"},{"key":"atypb2","doi-asserted-by":"publisher","DOI":"10.1136\/jamia.1999.0060428"},{"key":"atypb3","volume-title":"Teaching and the case method","author":"Christensen, C. R.","year":"1987"},{"key":"atypb4","doi-asserted-by":"publisher","DOI":"10.1056\/NEJM198803313181301"},{"key":"atypb5","doi-asserted-by":"publisher","DOI":"10.1001\/jama.280.15.1339"},{"key":"atypb6","volume-title":"Crossing the quality chasm: A new health system for the 21st century.","author":"Institute of Medicine, Committee on the Quality of Health Care.","year":"2001"},{"key":"atypb7","doi-asserted-by":"publisher","DOI":"10.1016\/S0735-6757(96)90044-3"},{"key":"atypb8","doi-asserted-by":"publisher","DOI":"10.1006\/ijhc.1994.1007"},{"key":"atypb9","doi-asserted-by":"crossref","unstructured":"Masalonis, A. J. & Parasuraman, R. (1999). Trust as a construct for evaluation of automated aids: Past and future theory and research. In Proceedings of the Human Factors and Ergonomics Society 43rd Annual Meeting (pp. 184\u2013188). Santa Monica, CA: Human Factors and Ergonomics Society.","DOI":"10.1177\/154193129904300312"},{"key":"atypb10","volume-title":"The case method at the Harvard Business School.","author":"McNair, M. P.","year":"1954"},{"key":"atypb11","doi-asserted-by":"publisher","DOI":"10.1177\/0272989X8800800204"},{"key":"atypb12","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-59259-731-4_5"},{"key":"atypb13","doi-asserted-by":"publisher","DOI":"10.7326\/0003-4819-92-2-238"},{"key":"atypb14","doi-asserted-by":"publisher","DOI":"10.1056\/NEJM198405173102001"},{"key":"atypb15","volume-title":"Essentials of behavioral research.","author":"Rosenthal, R. R.","year":"1984"},{"key":"atypb16","doi-asserted-by":"publisher","DOI":"10.7326\/0003-4819-129-11_Part_1-199812010-00002"},{"key":"atypb17","volume-title":"The Thrombolytic Predictive Instrument (TPI) project: Combining clinical study databases to take medical effectiveness research to the streets.","author":"Selker, H. P.","year":"1992"},{"key":"atypb18","doi-asserted-by":"publisher","DOI":"10.1097\/00005650-199107000-00002"},{"key":"atypb19","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4613-3828-4_30"},{"key":"atypb20","doi-asserted-by":"publisher","DOI":"10.1177\/0272989X8600600103"},{"key":"atypb21","first-page":"91","volume":"7","author":"Van de Does, E.","year":"1976","journal-title":"Heart Bulletin"},{"key":"atypb22","unstructured":"Wyatt, J. (1989). Lessons learned from the field trial of ACORN, an expert system to advise on chest pain. In: B. Barber, D. Cao, & D. Qin, (Eds.), Proceedings of the Sixth World Conference on Medical Informatics, (pp. 111\u2013115). Amsterdam: North Holland."},{"key":"atypb23","first-page":"3","volume-title":"Proceedings of the 15th Symposium on Computer Applications in Medical Care","author":"Wyatt, J.","year":"1991"},{"key":"atypb24","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-444-70536-5.50052-X"}],"container-title":["Human Factors: The Journal of the Human Factors and Ergonomics Society"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1518\/001872006776412306","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/journals.sagepub.com\/doi\/pdf\/10.1518\/001872006776412306","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,29]],"date-time":"2026-04-29T07:53:00Z","timestamp":1777449180000},"score":1,"resource":{"primary":{"URL":"https:\/\/journals.sagepub.com\/doi\/10.1518\/001872006776412306"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2006,3]]},"references-count":24,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2006,3]]}},"alternative-id":["10.1518\/001872006776412306"],"URL":"https:\/\/doi.org\/10.1518\/001872006776412306","relation":{},"ISSN":["0018-7208","1547-8181"],"issn-type":[{"value":"0018-7208","type":"print"},{"value":"1547-8181","type":"electronic"}],"subject":[],"published":{"date-parts":[[2006,3]]}}}