{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,28]],"date-time":"2026-05-28T00:52:53Z","timestamp":1779929573690,"version":"3.53.1"},"reference-count":77,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2018,10,17]],"date-time":"2018-10-17T00:00:00Z","timestamp":1539734400000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2018,10,17]],"date-time":"2018-10-17T00:00:00Z","timestamp":1539734400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["NSF-IIP 1230661"],"award-info":[{"award-number":["NSF-IIP 1230661"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["NSF-IPP 1444949"],"award-info":[{"award-number":["NSF-IPP 1444949"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Inf Syst Front"],"published-print":{"date-parts":[[2020,6]]},"DOI":"10.1007\/s10796-018-9881-4","type":"journal-article","created":{"date-parts":[[2018,10,16]],"date-time":"2018-10-16T22:54:49Z","timestamp":1539730489000},"page":"735-747","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":12,"title":["Clinical Decision Support System for Managing COPD-Related Readmission Risk"],"prefix":"10.1007","volume":"22","author":[{"given":"C. Derrick","family":"Huang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7373-289X","authenticated-orcid":false,"given":"Jahyun","family":"Goo","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ravi S.","family":"Behara","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ankur","family":"Agarwal","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,10,17]]},"reference":[{"issue":"4","key":"9881_CR1","doi-asserted-by":"crossref","first-page":"796","DOI":"10.1287\/isre.1100.0327","volume":"21","author":"R Agarwal","year":"2010","unstructured":"Agarwal, R., Gao, G., DesRoches, C., & Jha, A. K. (2010a). The digital transformation of healthcare: current status and the road ahead. Information Systems Research, 21(4), 796\u2013809.","journal-title":"Information Systems Research"},{"issue":"4","key":"9881_CR2","doi-asserted-by":"crossref","first-page":"425","DOI":"10.1136\/jamia.2009.001826","volume":"17","author":"RR Agarwal","year":"2010","unstructured":"Agarwal, R. R., Angst, C. M. C. M., DesRoches, C. M. C. M., & Fischer, M. A. M. A. (2010b). Technological viewpoints (frames) about electronic prescribing in physician practices. Journal of the American Medical Informatics Association, 17(4), 425\u2013431.","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"11","key":"9881_CR3","doi-asserted-by":"crossref","first-page":"981","DOI":"10.1097\/MLR.0b013e3181ef60d9","volume":"48","author":"R Amarasingham","year":"2010","unstructured":"Amarasingham, R., Moore, B. J., Tabak, Y. P., Drazner, M. H., Clark, C. A., Zhang, S., Reed, W. G., Swanson, T. S., Ma, Y., & Halm, E. A. (2010). An automated model to identify heart Failure Patients at Risk for 30-Day Readmission or Death Using Electronic Medical Record Data. Medical Care, 48(11), 981\u2013988.","journal-title":"Medical Care"},{"issue":"8","key":"9881_CR4","doi-asserted-by":"crossref","first-page":"1219","DOI":"10.1287\/mnsc.1100.1183","volume":"56","author":"CM Angst","year":"2010","unstructured":"Angst, C. M., Agarwal, R., Sambamurthy, V., & Kelley, K. (2010). Social Contagion and Information Technology Diffusion: The Adoption of Electronic Medical Records in U.S. Hospitals. Management Science, 56(8), 1219\u20131241.","journal-title":"Management Science"},{"issue":"3","key":"9881_CR5","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1136\/jamia.2009.002733","volume":"17","author":"AR Aronson","year":"2010","unstructured":"Aronson, A. R., & Lang, F.-M. (2010). An Overview of Metamap: Historical Perspective and Recent Advances. Journal of the American Medical Informatics Association, 17(3), 229\u2013236.","journal-title":"Journal of the American Medical Informatics Association"},{"key":"9881_CR6","unstructured":"Bahadori, K., & FitzGerald, J. M. (2007). Risk factors of hospitalization and readmission of patients with copd exacerbation\u2013systematic review. International Journal of Chronic Obstructive Pulmonary Disease, (2:3), 241."},{"issue":"3","key":"9881_CR7","doi-asserted-by":"crossref","first-page":"301","DOI":"10.1001\/archinte.160.3.301","volume":"160","author":"EA Balas","year":"2000","unstructured":"Balas, E. A., Weingarten, S., Garb, C. T., Blumenthal, D., Boren, S. A., & Brown, G. D. (2000). Improving preventive care by prompting physicians. Archives of Internal Medicine, 160(3), 301\u2013308.","journal-title":"Archives of Internal Medicine"},{"key":"9881_CR8","unstructured":"Bardhan, I., Zheng, E., Oh, J.-h., and Kirksey, K. 2011. A Profiling Model for Readmission of Patients with Congestive Heart Failure: A Multi-Hospital Study, Proceedings of the Thirty Second International Conference on Information Systems, Shanghai, China."},{"issue":"1","key":"9881_CR9","doi-asserted-by":"crossref","first-page":"19","DOI":"10.1287\/isre.2014.0553","volume":"26","author":"I Bardhan","year":"2014","unstructured":"Bardhan, I., Oh, J.-H., Zheng, Z., & Kirksey, K. (2014). Predictive analytics for readmission of patients with congestive heart failure. Information Systems Research, 26(1), 19\u201339.","journal-title":"Information Systems Research"},{"issue":"4","key":"9881_CR10","doi-asserted-by":"crossref","first-page":"313","DOI":"10.1136\/jamia.1999.00660313","volume":"6","author":"DW Bates","year":"1999","unstructured":"Bates, D. W., Teich, J. M., Lee, J., Seger, D., Kuperman, G. J., Ma'Luf, N., Boyle, D., & Leape, L. (1999). The impact of computerized physician order entry on medication error prevention. Journal of the American Medical Informatics Association, 6(4), 313\u2013321.","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"5","key":"9881_CR11","doi-asserted-by":"crossref","first-page":"217","DOI":"10.5694\/j.1326-5377.2003.tb05166.x","volume":"178","author":"JW Bennett","year":"2003","unstructured":"Bennett, J. W., & Glasziou, P. P. (2003). Computerised reminders and feedback in medication management: A systematic review of randomised controlled trials. Medical Journal of Australia, 178(5), 217\u2013222.","journal-title":"Medical Journal of Australia"},{"issue":"3","key":"9881_CR12","doi-asserted-by":"crossref","first-page":"256","DOI":"10.1093\/bib\/bbl027","volume":"7","author":"O Bodenreider","year":"2006","unstructured":"Bodenreider, O., & Stevens, R. (2006). Bio-ontologies: current trends and future directions. Briefings in Bioinformatics, 7(3), 256\u2013274.","journal-title":"Briefings in Bioinformatics"},{"issue":"7","key":"9881_CR13","doi-asserted-by":"crossref","first-page":"1146","DOI":"10.1287\/mnsc.1100.1174","volume":"56","author":"M Cecchini","year":"2010","unstructured":"Cecchini, M., Aytug, H., Koehler, G. J., & Pathak, P. (2010). Detecting management fraud in public companies. Management Science, 56(7), 1146\u20131160.","journal-title":"Management Science"},{"issue":"1","key":"9881_CR14","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1197\/jamia.M2442","volume":"15","author":"C Clark","year":"2008","unstructured":"Clark, C., Good, K., Jezierny, L., Macpherson, M., Wilson, B., & Chajewska, U. (2008). Identifying Smokers with a Medical Extraction System. Journal of the American Medical Informatics Association, 15(1), 36\u201339.","journal-title":"Journal of the American Medical Informatics Association"},{"key":"9881_CR15","doi-asserted-by":"crossref","unstructured":"Coleman, E. A., Min, S.j., Chomiak, A., & Kramer, A. M. (2004). Posthospital care transitions: patterns, complications, and risk identification. Health Services Research, 39(5), 1449\u20131466.","DOI":"10.1111\/j.1475-6773.2004.00298.x"},{"issue":"5","key":"9881_CR16","doi-asserted-by":"crossref","first-page":"778","DOI":"10.1016\/j.jacc.2003.10.033","volume":"43","author":"A Deswal","year":"2004","unstructured":"Deswal, A., Petersen, N. J., Souchek, J., Ashton, C. M., & Wray, N. P. (2004). Impact of race on health care utilization and outcomes in veterans with congestive heart failure. Journal of the American College of Cardiology, 43(5), 778\u2013784.","journal-title":"Journal of the American College of Cardiology"},{"issue":"4","key":"9881_CR17","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1080\/07421222.2000.11518265","volume":"16","author":"S Devaraj","year":"2000","unstructured":"Devaraj, S., & Kohli, R. (2000). Information technology payoff in the health-care industry: A longitudinal study. Journal of Management Information Systems, 16(4), 41\u201367.","journal-title":"Journal of Management Information Systems"},{"issue":"3","key":"9881_CR18","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1287\/mnsc.49.3.273.12736","volume":"49","author":"S Devaraj","year":"2003","unstructured":"Devaraj, S., & Kohli, R. (2003). Performance impacts of information technology: is actual usage the missing link? Management Science, 49(3), 273\u2013289.","journal-title":"Management Science"},{"key":"9881_CR19","doi-asserted-by":"crossref","unstructured":"Egner, M.T., Lorch, M., and Biddle, E. 2007. Uima Grid: distributed large-scale text analysis, Proceedings of the Seventh IEEE International Symposium on Cluster Computing and the Grid, 2007.: IEEE, pp. 317\u2013326.","DOI":"10.1109\/CCGRID.2007.118"},{"key":"9881_CR20","unstructured":"Elixhauser, A., Au, D., Podulka, J., Statistical, B.U., and September, I. 2011. Readmissions for Chronic Obstructive Pulmonary Disease, Rockville, MD: Agency for Health Care Research and Quality)."},{"issue":"3","key":"9881_CR21","doi-asserted-by":"crossref","first-page":"304","DOI":"10.1287\/mksc.12.3.304","volume":"12","author":"PS Fader","year":"1993","unstructured":"Fader, P. S., & Lattin, J. M. (1993). Accounting for heterogeneity and nonstationarity in a cross-sectional model of consumer purchase behavior. Marketing Science, 12(3), 304\u2013317.","journal-title":"Marketing Science"},{"key":"9881_CR22","unstructured":"Fan, W., Davidson, I., Zadrozny, B., and Yu, P.S. 2005. An Improved Categorization of Classifier\u2019s Sensitivity on Sample Selection Bias, Proceedings of the Proceedings of the 5th IEEE International Conference on Data Mining, Houston, TX."},{"issue":"9","key":"9881_CR23","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1145\/1151030.1151032","volume":"49","author":"W Fan","year":"2006","unstructured":"Fan, W., Wallace, L., Rich, S., & Zhang, Z. (2006). Tapping the power of text mining. Communications of the ACM, 49(9), 76\u201382.","journal-title":"Communications of the ACM"},{"key":"9881_CR24","doi-asserted-by":"crossref","unstructured":"Feldman, R., and Sanger, J. 2006. The Text Mining Handbook: Advanced Approaches in Analyzing Unstructured Data. UK: Cambridge University Press.","DOI":"10.1017\/CBO9780511546914"},{"issue":"6","key":"9881_CR25","doi-asserted-by":"crossref","first-page":"460","DOI":"10.1016\/j.cardfail.2004.02.011","volume":"10","author":"GM Felker","year":"2004","unstructured":"Felker, G. M., Leimberger, J. D., Califf, R. M., Cuffe, M. S., Massie, B. M., Adams, K. F., Gheorghiade, M., & O'Connor, C. M. (2004). Risk stratification after hospitalization for Decompensated heart failure. Journal of Cardiac Failure, 10(6), 460\u2013466.","journal-title":"Journal of Cardiac Failure"},{"key":"9881_CR26","doi-asserted-by":"crossref","unstructured":"Fethke, C.C., Smith, I.M., and Johnson, N. 1986. Risk factors affecting readmission of the elderly into the health care system, Medical Care, pp. 429\u2013437.","DOI":"10.1097\/00005650-198605000-00006"},{"key":"9881_CR27","unstructured":"Fingar, K., and Washington, R. 2015. Trends in Hospital Readmissions for Four High-Volume Conditions, 2009\u20132013, Agency for Healthcare Research and Quality, Rockville, MD."},{"issue":"1","key":"9881_CR28","first-page":"69","volume":"13","author":"BP Foster","year":"2010","unstructured":"Foster, B. P., Zurada, J., & Barney, D. K. (2010). Could decision trees help improve farm service agency lending decisions? Journal of Management Information and Decision Sciences, 13(1), 69\u201391.","journal-title":"Journal of Management Information and Decision Sciences"},{"issue":"2","key":"9881_CR29","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1177\/1077558704263799","volume":"61","author":"B Friedman","year":"2004","unstructured":"Friedman, B., & Basu, J. (2004). The rate and cost of hospital readmissions for preventable conditions. Medical Care Research and Review, 61(2), 225\u2013240.","journal-title":"Medical Care Research and Review"},{"key":"9881_CR30","doi-asserted-by":"crossref","unstructured":"Gao, G.G., McCullough, J.S., Agarwal, R., and Jha, A.K. 2012. A changing landscape of physician quality reporting: analysis of patients\u2019 online ratings of their physicians over a 5-year period, Journal of Medical Internet Research (14:1), p. e38.","DOI":"10.2196\/jmir.2003"},{"issue":"2","key":"9881_CR31","doi-asserted-by":"crossref","first-page":"100","DOI":"10.1136\/thorax.58.2.100","volume":"58","author":"J Garcia-Aymerich","year":"2003","unstructured":"Garcia-Aymerich, J., Farrero, E., Felez, M., Izquierdo, J., Marrades, R., & Anto, J. (2003). Risk factors of readmission to hospital for a Copd exacerbation: A prospective study. Thorax, 58(2), 100\u2013105.","journal-title":"Thorax"},{"key":"9881_CR32","doi-asserted-by":"crossref","unstructured":"Gillaizeau, F., Chan, E., Trinquart, L., Colombet, I., Walton, R., R\u00e8ge-Walther, M., Burnand, B., and Durieux, P. 2013. Computerized Advice on Drug Dosage to Improve Prescribing Practice, Cochrane Database of Systematic Reviews (11:CD002894).","DOI":"10.1002\/14651858.CD002894.pub3"},{"issue":"5","key":"9881_CR33","doi-asserted-by":"crossref","first-page":"550","DOI":"10.1016\/j.im.2015.04.002","volume":"52","author":"J Goo","year":"2015","unstructured":"Goo, J., Huang, C. D., & Koo, C. (2015). Learning for healthy outcomes: exploration and exploitation with electronic medical records. Information & Management, 52(5), 550\u2013562.","journal-title":"Information & Management"},{"key":"9881_CR34","doi-asserted-by":"crossref","unstructured":"Gregor, S. & Hevner, A. R. (2013) Positioning and presenting design science research for maximum Impact. MIS Quarterly, 37(2), 337\u2013355.","DOI":"10.25300\/MISQ\/2013\/37.2.01"},{"issue":"11","key":"9881_CR35","doi-asserted-by":"crossref","first-page":"972","DOI":"10.1097\/01.mlr.0000228002.43688.c2","volume":"44","author":"P Halfon","year":"2006","unstructured":"Halfon, P., Eggli, Y., Pr\u00eatre-Rohrbach, I., Meylan, D., Marazzi, A., & Burnand, B. (2006). Validation of the potentially avoidable hospital readmission rate as a routine indicator of the quality of hospital care. Medical Care, 44(11), 972\u2013981.","journal-title":"Medical Care"},{"issue":"8","key":"9881_CR36","doi-asserted-by":"crossref","first-page":"54","DOI":"10.1145\/545151.545179","volume":"45","author":"J Han","year":"2002","unstructured":"Han, J., Altman, R. B., Kumar, V., Mannila, H., & Pregibon, D. (2002). Emerging scientific Applications in data mining. Communications of the ACM, 45(8), 54\u201358.","journal-title":"Communications of the ACM"},{"issue":"15","key":"9881_CR37","doi-asserted-by":"crossref","first-page":"1339","DOI":"10.1001\/jama.280.15.1339","volume":"280","author":"DL Hunt","year":"1998","unstructured":"Hunt, D. L., Haynes, R. B., Hanna, S. E., & Smith, K. (1998). Effects of computer-based clinical decision support systems on physician performance and patient outcomes: A systematic review. The Journal of the American Medical Association, 280(15), 1339\u20131346.","journal-title":"The Journal of the American Medical Association"},{"issue":"14","key":"9881_CR38","doi-asserted-by":"crossref","first-page":"1418","DOI":"10.1056\/NEJMsa0803563","volume":"360","author":"SF Jencks","year":"2009","unstructured":"Jencks, S. F., Williams, M. V., & Coleman, E. A. (2009). Rehospitalizations among patients in the medicare fee-for-service program. New England Journal of Medicine, 360(14), 1418\u20131428.","journal-title":"New England Journal of Medicine"},{"issue":"16","key":"9881_CR39","doi-asserted-by":"crossref","first-page":"1628","DOI":"10.1056\/NEJMsa0900592","volume":"360","author":"AKAK Jha","year":"2009","unstructured":"Jha, A. K. A. K., DesRoches, C. M. C. M., Campbell, E. G. E. G., Donelan, K. K., Rao, S. R. S. R., Ferris, T. G. T. G., Shields, A. A., Rosenbaum, S. S., & Blumenthal, D. D. (2009). Use of electronic health records in U.S. hospitals. The New England Journal of Medicine, 360(16), 1628\u20131638.","journal-title":"The New England Journal of Medicine"},{"issue":"15","key":"9881_CR40","doi-asserted-by":"crossref","first-page":"1688","DOI":"10.1001\/jama.2011.1515","volume":"306","author":"D Kansagara","year":"2011","unstructured":"Kansagara, D., Englander, H., Salanitro, A., Kagen, D., Theobald, C., Freeman, M., & Kripalani, S. (2011). Risk prediction models for hospital readmission: a systematic review. Jama, 306(15), 1688\u20131698.","journal-title":"Jama"},{"issue":"12","key":"9881_CR41","doi-asserted-by":"crossref","first-page":"1409","DOI":"10.1001\/archinte.163.12.1409","volume":"163","author":"R Kaushal","year":"2003","unstructured":"Kaushal, R., Shojania, K. G., & Bates, D. W. (2003). Effects of computerized physician order entry and clinical decision support systems on medication safety: a systematic review. Archives of Internal Medicine, 163(12), 1409\u20131416.","journal-title":"Archives of Internal Medicine"},{"issue":"2","key":"9881_CR42","doi-asserted-by":"crossref","first-page":"266","DOI":"10.1016\/j.rmed.2010.06.022","volume":"105","author":"FW Ko","year":"2011","unstructured":"Ko, F. W., Tam, W., Tung, A. H., Ngai, J., Ng, S. S., Lai, K., Au, K.-F., & Hui, D. S. (2011). A longitudinal study of serial bode indices in predicting mortality and readmissions for Copd. Respiratory Medicine, 105(2), 266\u2013273.","journal-title":"Respiratory Medicine"},{"issue":"8","key":"9881_CR43","doi-asserted-by":"crossref","first-page":"831","DOI":"10.1001\/jama.297.8.831","volume":"297","author":"S Kripalani","year":"2007","unstructured":"Kripalani, S., LeFevre, F., Phillips, C. O., Williams, M. V., Basaviah, P., & Baker, D. W. (2007). Deficits in communication and information transfer between hospital-based and primary care physicians: implications for patient safety and continuity of care. Jama, 297(8), 831\u2013841.","journal-title":"Jama"},{"issue":"1","key":"9881_CR44","doi-asserted-by":"crossref","first-page":"13","DOI":"10.1016\/S0002-9343(99)00159-X","volume":"107","author":"ER Marcantonio","year":"1999","unstructured":"Marcantonio, E. R., McKean, S., Goldfinger, M., Kleefield, S., Yurkofsky, M., & Brennan, T. A. (1999). Factors associated with unplanned hospital readmission among patients 65 years of age and older in a medicare managed care plan. The American Journal of Medicine, 107(1), 13\u201317.","journal-title":"The American Journal of Medicine"},{"issue":"3","key":"9881_CR45","doi-asserted-by":"crossref","first-page":"337","DOI":"10.1136\/jamia.2009.002238","volume":"17","author":"GB Melton","year":"2010","unstructured":"Melton, G. B., Raman, N., Chen, E. S., Sarkar, I. N., Pakhomov, S., & Madoff, R. D. (2010). Evaluation of family history information within clinical documents and adequacy of hl7 clinical statement and clinical genomics family history models for its representation: a case report. Journal of the American Medical Informatics Association, 17(3), 337\u2013340.","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"1","key":"9881_CR46","doi-asserted-by":"crossref","first-page":"83","DOI":"10.1287\/isre.11.1.83.11784","volume":"11","author":"NM Menon","year":"2000","unstructured":"Menon, N. M., Lee, B., & Eldenburg, L. (2000). Productivity of information systems in the healthcare industry. Information Systems Research, 11(1), 83\u201392.","journal-title":"Information Systems Research"},{"key":"9881_CR47","unstructured":"Miller, M. 2007. Statement of Executive Director of the Medicare Payment Advisory Commission, before the Subcommittee on Health, Committee on Energy and Commerce, US House of Representatives)."},{"issue":"1","key":"9881_CR48","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1136\/thx.49.1.33","volume":"49","author":"E Mitchell","year":"1994","unstructured":"Mitchell, E., Bland, J., & Thompson, J. (1994). Risk factors for readmission to hospital for asthma in childhood. Thorax, 49(1), 33\u201336.","journal-title":"Thorax"},{"issue":"1447","key":"9881_CR49","first-page":"1","volume":"10","author":"K Muus","year":"2010","unstructured":"Muus, K., Knudson, A., Klug, M., Gokun, J., Sarrazin, M., & Kaboli, P. (2010). Effect of post-discharge follow-up care on re-admissions among us veterans with congestive heart failure: a rural-urban comparison. Rural and Remote Health, 10(1447), 1\u201311.","journal-title":"Rural and Remote Health"},{"issue":"1","key":"9881_CR50","doi-asserted-by":"crossref","first-page":"155","DOI":"10.1016\/j.dss.2010.12.004","volume":"51","author":"A Oztekin","year":"2011","unstructured":"Oztekin, A., Kong, Z. J., & Delen, D. (2011). Development of a structural equation modeling-based decision tree methodology for the analysis of lung transplantations. Decision Support Systems, 51(1), 155\u2013166.","journal-title":"Decision Support Systems"},{"key":"9881_CR51","unstructured":"Pakhomov, S., Weston, S.A., Jacobsen, S.J., Chute, C.G., Meverden, R., and Roger, V.L. 2007a. Electronic medical records for clinical research: application to the identification of heart failure, Am J Manag Care (13:6 Part 1), pp. 281\u2013288."},{"issue":"4","key":"9881_CR52","doi-asserted-by":"crossref","first-page":"666","DOI":"10.1016\/j.ahj.2006.12.022","volume":"153","author":"SS Pakhomov","year":"2007","unstructured":"Pakhomov, S. S., Hemingway, H., Weston, S. A., Jacobsen, S. J., Rodeheffer, R., & Roger, V. L. (2007b). Epidemiology of angina pectoris: role of natural language processing of the medical record. American Heart Journal, 153(4), 666\u2013673.","journal-title":"American Heart Journal"},{"key":"9881_CR53","unstructured":"Pakhomov, S., Shah, N., Hanson, P., Balasubramaniam, S., and Smith, S.A. 2008. Automatic quality of life prediction using electronic medical records, Proceedings of the AMIA Annual Symposium Proceedings: American Medical Informatics Association, p. 545."},{"issue":"12","key":"9881_CR54","doi-asserted-by":"crossref","first-page":"1367","DOI":"10.1016\/S0002-9149(01)01554-5","volume":"87","author":"EF Philbin","year":"2001","unstructured":"Philbin, E. F., Dec, G. W., Jenkins, P. L., & DiSalvo, T. G. (2001). Socioeconomic status as an independent risk factor for hospital readmission for heart failure. The American Journal of Cardiology, 87(12), 1367\u20131371.","journal-title":"The American Journal of Cardiology"},{"key":"9881_CR55","doi-asserted-by":"crossref","unstructured":"Puhan, M.A., Scharplatz, M., Troosters, T., and Steurer, J. 2005. Respiratory Rehabilitation after Acute Exacerbation of Copd May Reduce Risk for Readmission and Mortality\u2013a Systematic Review, Respir Res (6:54).","DOI":"10.1186\/1465-9921-6-54"},{"key":"9881_CR56","unstructured":"PwC. (2008). Pricewaterhouse coopers\u2019 health research institute, the price of excess: identifying waste in healthcare. Retrieved, 2016 from www.pwc.com\/us\/en\/healthcare\/publications\/the-price-of-excess.jhtml ."},{"key":"9881_CR57","unstructured":"Quinlan, J.R. 1993. C4. 5: Programs for Machine Learning. San Mateo: Morgan Kaufmann Publishers."},{"issue":"13","key":"9881_CR58","doi-asserted-by":"crossref","first-page":"1371","DOI":"10.1001\/archinte.168.13.1371","volume":"168","author":"JS Ross","year":"2008","unstructured":"Ross, J. S., Mulvey, G. K., Stauffer, B., Patlolla, V., Bernheim, S. M., Keenan, P. S., & Krumholz, H. M. (2008). Statistical models and patient predictors of readmission for heart failure: a systematic review. Archives of Internal Medicine, 168(13), 1371\u20131386.","journal-title":"Archives of Internal Medicine"},{"issue":"1","key":"9881_CR59","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1197\/jamia.M2437","volume":"15","author":"GK Savova","year":"2008","unstructured":"Savova, G. K., Ogren, P. V., Duffy, P. H., Buntrock, J. D., & Chute, C. G. (2008). Mayo clinic Nlp system for patient smoking status identification. Journal of the American Medical Informatics Association, 15(1), 25\u201328.","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"5","key":"9881_CR60","doi-asserted-by":"crossref","first-page":"507","DOI":"10.1136\/jamia.2009.001560","volume":"17","author":"GK Savova","year":"2010","unstructured":"Savova, G. K., Masanz, J. J., Ogren, P. V., Zheng, J., Sohn, S., Kipper-Schuler, K. C., & Chute, C. G. (2010). Mayo clinical text analysis and knowledge extraction system (Ctakes): architecture, component evaluation and applications. Journal of the American Medical Informatics Association, 17(5), 507\u2013513.","journal-title":"Journal of the American Medical Informatics Association"},{"key":"9881_CR61","doi-asserted-by":"crossref","unstructured":"Shah, A.D., Martinez, C., and Hemingway, H. 2012. The freetext matching algorithm: a computer program to extract diagnoses and causes of death from unstructured text in electronic health records, BMC Medical Informatics and Decision Making (12:1), p. 88.","DOI":"10.1186\/1472-6947-12-88"},{"issue":"6","key":"9881_CR62","doi-asserted-by":"crossref","first-page":"399","DOI":"10.1136\/jamia.1996.97084513","volume":"3","author":"S Shea","year":"1996","unstructured":"Shea, S., DuMouchel, W., & Bahamonde, L. (1996). A meta-analysis of 16 randomized controlled trials to evaluate computer-based clinical reminder systems for preventive care in the ambulatory setting. Journal of the American Medical Informatics Association, 3(6), 399\u2013409.","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"8","key":"9881_CR63","first-page":"925","volume":"6","author":"P Shelton","year":"2000","unstructured":"Shelton, P., Sager, M. A., & Schraeder, C. (2000). The community assessment risk screen (Cars): identifying elderly persons at risk for hospitalization or emergency department visit. The American Journal of Managed Care, 6(8), 925\u2013933.","journal-title":"The American Journal of Managed Care"},{"issue":"2","key":"9881_CR64","doi-asserted-by":"crossref","first-page":"104","DOI":"10.1136\/jamia.1999.0060104","volume":"6","author":"RN Shiffman","year":"1999","unstructured":"Shiffman, R. N., Liaw, Y., Brandt, C. A., & Corb, G. J. (1999). Computer-based guideline implementation systems: a systematic review of functionality and effectiveness. Journal of the American Medical Informatics Association, 6(2), 104\u2013114.","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"5","key":"9881_CR65","first-page":"14","volume":"17","author":"S Silow-Carroll","year":"2011","unstructured":"Silow-Carroll, S., Edwards, J. N., & Lashbrook, A. (2011). Reducing hospital readmissions: lessons from top-performing hospitals. CareManagement, 17(5), 14\u201331.","journal-title":"CareManagement"},{"issue":"4","key":"9881_CR66","doi-asserted-by":"crossref","first-page":"363","DOI":"10.1080\/08998280.2008.11928429","volume":"21","author":"MD Silverstein","year":"2008","unstructured":"Silverstein, M. D., Qin, H., Mercer, S. Q., Fong, J., & Haydar, Z. (2008). Risk factors for 30-day hospital readmission in patients \u2265 65 years of age. Baylor University Medical Center Proceedings, 21(4), 363\u2013372.","journal-title":"Baylor University Medical Center Proceedings"},{"issue":"6","key":"9881_CR67","doi-asserted-by":"crossref","first-page":"527","DOI":"10.1136\/jamia.2001.0080527","volume":"8","author":"I Sim","year":"2001","unstructured":"Sim, I., Gorman, P., Greenes, R. A., Haynes, R. B., Kaplan, B., Lehmann, H., & Tang, P. C. (2001). Clinical decision support systems for the practice of evidence-based medicine. Journal of the American Medical Informatics Association, 8(6), 527\u2013534.","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"9184","key":"9881_CR68","doi-asserted-by":"crossref","first-page":"1077","DOI":"10.1016\/S0140-6736(99)03428-5","volume":"354","author":"S Stewart","year":"1999","unstructured":"Stewart, S., Marley, J. E., & Horowitz, J. D. (1999). Effects of a multidisciplinary, home-based intervention on planned readmissions and survival among patients with chronic congestive heart failure: a randomised controlled study. The Lancet, 354(9184), 1077\u20131083.","journal-title":"The Lancet"},{"key":"9881_CR69","unstructured":"Stone, J., and Hoffman, G.J. 2010. Medicare hospital readmissions - issues, policy options and Ppaca, pp. 111\u2013148."},{"key":"9881_CR70","unstructured":"Teich, J.M., and Wrinn, M.M. 2000. Clinical decision support systems come of age, M.D. Computing: Computers in Medical Practice (17:1), pp. 43\u201346."},{"issue":"1","key":"9881_CR71","doi-asserted-by":"crossref","first-page":"14","DOI":"10.1197\/jamia.M2408","volume":"15","author":"\u00d6 Uzuner","year":"2008","unstructured":"Uzuner, \u00d6., Goldstein, I., Luo, Y., & Kohane, I. (2008). Identifying patient smoking status from medical discharge records. Journal of the American Medical Informatics Association, 15(1), 14\u201324.","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"7189","key":"9881_CR72","doi-asserted-by":"crossref","first-page":"984","DOI":"10.1136\/bmj.318.7189.984","volume":"318","author":"R Walton","year":"1999","unstructured":"Walton, R., Dovey, S., Harvey, E., & Freemantle, N. (1999). Computer support for determining drug dose: systematic review and meta-analysis. The BMJ, 318(7189), 984\u2013990.","journal-title":"The BMJ"},{"issue":"2","key":"9881_CR73","doi-asserted-by":"crossref","first-page":"201","DOI":"10.1287\/isre.1120.0437","volume":"24","author":"T Wang","year":"2013","unstructured":"Wang, T., Kannan, K. N., & Ulmer, J. R. (2013). The association between the disclosure and the realization of information security risk factors. Information Systems Research, 24(2), 201\u2013218.","journal-title":"Information Systems Research"},{"key":"9881_CR74","doi-asserted-by":"crossref","unstructured":"Weingarten, S.R., Henning, J.M., Badamgarav, E., Knight, K., Hasselblad, V., Gano Jr, A., and Ofman, J.J. 2002. Interventions Used in Disease Management Programmes for Patients with Chronic Illnesswhich Ones Work? Meta-Analysis of Published Reports, The BMJ (325:925).","DOI":"10.1136\/bmj.325.7370.925"},{"issue":"4","key":"9881_CR75","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1197\/jamia.M1475","volume":"11","author":"EVEV Wilson","year":"2004","unstructured":"Wilson, E. V. E. V., & Lankton, N. K. N. K. (2004). Modeling patients' acceptance of provider-delivered e-health. Journal of the American Medical Informatics Association, 11(4), 241\u2013248.","journal-title":"Journal of the American Medical Informatics Association"},{"key":"9881_CR76","doi-asserted-by":"crossref","unstructured":"Zadrozny, B. 2004. Learning and Evaluating Classifiers under Sample Selection Bias, Proceedings of the Proceedings of the 21st International Conference on Machine Learning, C.E. Brodley (ed.), Banff, Canada, pp. 903\u2013910.","DOI":"10.1145\/1015330.1015425"},{"key":"9881_CR77","doi-asserted-by":"crossref","unstructured":"Zhang, W., Higgins, M., Wongtrakool, C., Sadikot, R. (2017). Predicting risk factors for Copd hospital readmission: a big data analysis. Chest, 152(4), A806.","DOI":"10.1016\/j.chest.2017.08.837"}],"container-title":["Information Systems Frontiers"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10796-018-9881-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10796-018-9881-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10796-018-9881-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,11,13]],"date-time":"2020-11-13T06:29:21Z","timestamp":1605248961000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10796-018-9881-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,10,17]]},"references-count":77,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2020,6]]}},"alternative-id":["9881"],"URL":"https:\/\/doi.org\/10.1007\/s10796-018-9881-4","relation":{},"ISSN":["1387-3326","1572-9419"],"issn-type":[{"value":"1387-3326","type":"print"},{"value":"1572-9419","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,10,17]]},"assertion":[{"value":"17 October 2018","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}