{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T16:17:11Z","timestamp":1743005831839,"version":"3.40.3"},"publisher-location":"Cham","reference-count":27,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030216412"},{"type":"electronic","value":"9783030216429"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-3-030-21642-9_30","type":"book-chapter","created":{"date-parts":[[2019,6,18]],"date-time":"2019-06-18T19:14:41Z","timestamp":1560885281000},"page":"241-251","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["AI-Driven Pathology Laboratory Utilization Management via Data- and Knowledge-Based Analytics"],"prefix":"10.1007","author":[{"given":"Syed Sibte Raza","family":"Abidi","sequence":"first","affiliation":[]},{"given":"Jaber","family":"Rad","sequence":"additional","affiliation":[]},{"given":"Ashraf","family":"Abusharekh","sequence":"additional","affiliation":[]},{"given":"Patrice C.","family":"Roy","sequence":"additional","affiliation":[]},{"given":"William","family":"Van Woensel","sequence":"additional","affiliation":[]},{"given":"Samina R.","family":"Abidi","sequence":"additional","affiliation":[]},{"given":"Calvino","family":"Cheng","sequence":"additional","affiliation":[]},{"given":"Bryan","family":"Crocker","sequence":"additional","affiliation":[]},{"given":"Manal","family":"Elnenaei","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,5,30]]},"reference":[{"key":"30_CR1","first-page":"15","volume":"26","author":"DB Freedman","year":"2015","unstructured":"Freedman, D.B.: Towards better test utilization - strategies to improve physician ordering and their impact on patient outcomes. EJIFCC 26, 15\u201330 (2015)","journal-title":"EJIFCC"},{"key":"30_CR2","doi-asserted-by":"publisher","first-page":"400","DOI":"10.1177\/0004563213498712","volume":"50","author":"S Misra","year":"2013","unstructured":"Misra, S., Barth, J.H.: Guidelines are written, but are they followed? Ann. Int. J. Biochem. Lab. Med. 50, 400\u2013402 (2013)","journal-title":"Ann. Int. J. Biochem. Lab. Med."},{"issue":"2","key":"30_CR3","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1046\/j.1365-2753.2000.00245.x","volume":"6","author":"C Walraven van","year":"2000","unstructured":"van Walraven, C., Goel, V., Austin, P.: Why are investigations not recommended by practice guidelines ordered at the periodic health examination? J. Eval. Clin. Pract. 6(2), 215\u2013224 (2000)","journal-title":"J. Eval. Clin. Pract."},{"key":"30_CR4","doi-asserted-by":"publisher","first-page":"e78962","DOI":"10.1371\/journal.pone.0078962","volume":"8","author":"M Zhi","year":"2013","unstructured":"Zhi, M., Ding, E.L., Theisen-Toupal, J., Whelan, J., Arnaout, R.: The landscape of inappropriate laboratory testing: a 15-year meta-analysis. PLoS ONE 8, e78962 (2013)","journal-title":"PLoS ONE"},{"key":"30_CR5","doi-asserted-by":"publisher","first-page":"585","DOI":"10.1258\/000456303770367180","volume":"40","author":"WS Smellie","year":"2003","unstructured":"Smellie, W.S.: Appropriateness of test use in pathology: a new era or reinventing the wheel? Ann. Clin. Biochem. 40, 585\u2013592 (2003)","journal-title":"Ann. Clin. Biochem."},{"key":"30_CR6","doi-asserted-by":"publisher","first-page":"e199","DOI":"10.1515\/cclm-2013-0043","volume":"51","author":"M Salinas","year":"2013","unstructured":"Salinas, M., Lopez-Garrig\u00f3s, M., et al.: Laboratory false-positive results: a clinician responsibility or a shared responsibility with requesting clinicians? Clin. Chem. Lab. Med. 51, e199\u2013e200 (2013)","journal-title":"Clin. Chem. Lab. Med."},{"key":"30_CR7","unstructured":"Choosing Wisely Canada. \nwww.choosingwiselycanada.org\/about\/what-is-cwc\/"},{"issue":"1","key":"30_CR8","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1177\/1062860613517502","volume":"30","author":"AR Vidyarthi","year":"2015","unstructured":"Vidyarthi, A.R., Hamill, T., Green, A.L., Rosenbluth, G., Baron, R.B.: Changing resident test ordering behavior: a multilevel intervention to decrease laboratory utilization at an academic medical center. Am. J. Med. Qual. 30(1), 81\u201387  (2015)","journal-title":"Am. J. Med. Qual."},{"key":"30_CR9","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1136\/jclinpath-2011-200524","volume":"66","author":"AA Fryer","year":"2013","unstructured":"Fryer, A.A., Smellie, W.S.A.: Managing demand for laboratory tests: a laboratory toolkit. J. Clin. Pathol. 66, 62\u201372 (2013)","journal-title":"J. Clin. Pathol."},{"key":"30_CR10","doi-asserted-by":"publisher","first-page":"e241","DOI":"10.1016\/j.amjmed.2017.01.011","volume":"130","author":"EG McDonald","year":"2017","unstructured":"McDonald, E.G., Saleh, R.R., Lee, T.C.: Mindfulness-based laboratory reduction: reducing utilization through trainee-led daily \u2018Time Outs\u2019. Am. J. Med. 130, e241\u2013e244 (2017)","journal-title":"Am. J. Med."},{"key":"30_CR11","doi-asserted-by":"publisher","first-page":"196","DOI":"10.7326\/0003-4819-141-3-200408030-00008","volume":"141","author":"EG Neilson","year":"2004","unstructured":"Neilson, E.G., Johnson, K.B., Rosenbloom, S.T., et al.: Resource utilization committee: the impact of peer management on test-ordering behavior. Ann. Intern. Med. 141, 196\u2013204 (2004)","journal-title":"Ann. Intern. Med."},{"key":"30_CR12","doi-asserted-by":"publisher","first-page":"215","DOI":"10.1016\/j.amjmed.2015.09.009","volume":"129","author":"E Iturrate","year":"2016","unstructured":"Iturrate, E., Jubelt, L., Volpicelli, F., et al.: Optimize your electronic medical record to increase value: reducing laboratory overutilization. Am. J. Med. 129, 215\u2013220 (2016)","journal-title":"Am. J. Med."},{"key":"30_CR13","doi-asserted-by":"publisher","first-page":"1639","DOI":"10.1007\/s11606-018-4482-y","volume":"33","author":"K Ryskina","year":"2018","unstructured":"Ryskina, K., et al.: Effect of social comparison feedback on laboratory test ordering for hospitalized patients: a randomized controlled trial. J. Gen. Intern. Med. 33, 1639\u20131645 (2018)","journal-title":"J. Gen. Intern. Med."},{"key":"30_CR14","doi-asserted-by":"publisher","first-page":"321","DOI":"10.1373\/clinchem.2003.025098","volume":"50","author":"PS Bunting","year":"2004","unstructured":"Bunting, P.S., van Walraven, C.: Effect of a controlled feedback intervention on laboratory test ordering by community physicians. Clin. Chem. 50, 321\u2013326 (2004)","journal-title":"Clin. Chem."},{"key":"30_CR15","doi-asserted-by":"publisher","first-page":"813","DOI":"10.1097\/ACM.0000000000001149","volume":"91","author":"W Iams","year":"2016","unstructured":"Iams, W., Heck, J., Kapp, M., et al.: A multidisciplinary housestaff-led initiative to safely reduce daily laboratory testing. Acad. Med. 91, 813\u2013820 (2016)","journal-title":"Acad. Med."},{"key":"30_CR16","doi-asserted-by":"publisher","first-page":"223","DOI":"10.1258\/acb.2010.009282","volume":"47","author":"R Srivastava","year":"2010","unstructured":"Srivastava, R., Bartlett, W.A., Kennedy, I.M., et al.: Reflex and reflective testing: efficiency and effectiveness of adding on laboratory tests. Ann. Clin. Biochem. 47, 223\u2013227 (2010)","journal-title":"Ann. Clin. Biochem."},{"issue":"1","key":"30_CR17","doi-asserted-by":"publisher","first-page":"110","DOI":"10.5858\/arpa.2012-0726-OA","volume":"138","author":"JA Dickerson","year":"2014","unstructured":"Dickerson, J.A., et al.: Improving the value of costly genetic reference laboratory testing with active utilization management. Arch. Pathol. Lab. Med. 138(1), 110\u2013113 (2014)","journal-title":"Arch. Pathol. Lab. Med."},{"key":"30_CR18","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1186\/1472-6947-13-43","volume":"13","author":"DL Levick","year":"2013","unstructured":"Levick, D.L., Stern, G., et al.: Reducing unnecessary testing in a CPOE system through implementation of a targeted CDS intervention. BMC Med. Inform. Decis. Mak. 13, 43 (2013)","journal-title":"BMC Med. Inform. Decis. Mak."},{"issue":"1","key":"30_CR19","doi-asserted-by":"publisher","first-page":"70","DOI":"10.1016\/j.ejim.2011.07.003","volume":"23","author":"IL Vegting","year":"2012","unstructured":"Vegting, I.L., van Beneden, M., Kramer, M.H., et al.: How to save costs by reducing unnecessary testing: lean thinking in clinical practice. Eur J Intern Med. 23(1), 70\u201375 (2012)","journal-title":"Eur J Intern Med."},{"key":"30_CR20","doi-asserted-by":"publisher","first-page":"208","DOI":"10.1016\/j.clinbiochem.2015.11.005","volume":"49","author":"MO Elnenaei","year":"2016","unstructured":"Elnenaei, M.O., Campbell, S.G., Thoni, A.J., Lou, A., Crocker, B.D., Nassar, B.A.: An effective utilization management strategy by dual approach of influencing physician ordering and gate keeping. Clin. Biochem. 49, 208\u2013212 (2016)","journal-title":"Clin. Biochem."},{"issue":"6","key":"30_CR21","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1016\/j.clinbiochem.2012.01.007","volume":"45","author":"Y Huang","year":"2012","unstructured":"Huang, Y., et al.: Improving serological test ordering patterns for the diagnosis of celiac disease through clinical laboratory audit of practice. Clin. Biochem. 45(6), 455\u2013459 (2012)","journal-title":"Clin. Biochem."},{"key":"30_CR22","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1016\/j.cca.2013.09.023","volume":"427","author":"DD Yeh","year":"2014","unstructured":"Yeh, D.D.: A clinician\u2019s perspective on laboratory utilization management. Clin. Chim. Acta 427, 145\u2013150 (2014)","journal-title":"Clin. Chim. Acta"},{"key":"30_CR23","doi-asserted-by":"publisher","first-page":"53","DOI":"10.1016\/0377-0427(87)90125-7","volume":"20","author":"P Rousseeuw","year":"1987","unstructured":"Rousseeuw, P.: Silhouettes: a graphical aid to the interpretation and validation of cluster analysis. J. Comput. Appl. Math. 20, 53\u201365 (1987)","journal-title":"J. Comput. Appl. Math."},{"key":"30_CR24","doi-asserted-by":"publisher","first-page":"78","DOI":"10.1016\/j.clinbiochem.2018.02.014","volume":"54","author":"M Elnenaei","year":"2018","unstructured":"Elnenaei, M., Minney, D., Clarke, D.B., Kumar-Misir, A., Imran, S.A.: Reflex and reflective testing strategies for early detection of pituitary dysfunction. Clin. Biochem. 54, 78\u201384 (2018)","journal-title":"Clin. Biochem."},{"key":"30_CR25","first-page":"1","volume":"1","author":"B Glimm","year":"2014","unstructured":"Glimm, B., Horrocks, I., et al.: An OWL 2 reasoner. J. Autom. Reason. 1, 1\u201325 (2014)","journal-title":"J. Autom. Reason."},{"key":"30_CR26","doi-asserted-by":"crossref","unstructured":"Abusharekh, A., Stewart, S., Abidi, S.S.R.: H-DRIVE: a big data analytics platform for evidence-informed decision making. In: 4th IEEE International Congress on Big Data, New York (2015)","DOI":"10.1109\/BigDataCongress.2015.68"},{"key":"30_CR27","doi-asserted-by":"crossref","unstructured":"Cha, S., Abusharekh, A., Abidi, S.S.R.: Towards a \u2018big\u2019 health data analytics platform. In: 1st IEEE International Conference on Big Data Computing Service and Applications, San Francisco (2015)","DOI":"10.1109\/BigDataService.2015.13"}],"container-title":["Lecture Notes in Computer Science","Artificial Intelligence in Medicine"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-21642-9_30","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,2,13]],"date-time":"2020-02-13T01:45:19Z","timestamp":1581558319000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-21642-9_30"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030216412","9783030216429"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-21642-9_30","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"30 May 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"AIME","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Conference on Artificial Intelligence in Medicine in Europe","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Poznan","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Poland","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 June 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"29 June 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"17","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"aime2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/aime19.aimedicine.info\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}