{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,6,19]],"date-time":"2025-06-19T04:13:30Z","timestamp":1750306410904,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":34,"publisher":"ACM","license":[{"start":{"date-parts":[[2015,9,9]],"date-time":"2015-09-09T00:00:00Z","timestamp":1441756800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"NIH","award":["R01CA163256, R01CA163256"],"award-info":[{"award-number":["R01CA163256, R01CA163256"]}]},{"name":"CHOA Center for Pediatric Intervention (CPI)"},{"name":"Georgia Cancer Coalition Award"},{"name":"Microsoft Research"},{"name":"Hewlett Packard"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2015,9,9]]},"DOI":"10.1145\/2808719.2808759","type":"proceedings-article","created":{"date-parts":[[2015,9,29]],"date-time":"2015-09-29T19:22:30Z","timestamp":1443554550000},"page":"386-392","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["Improving personalized clinical risk prediction based on causality-based association rules"],"prefix":"10.1145","author":[{"given":"Chih-Wen","family":"Cheng","sequence":"first","affiliation":[{"name":"Georgia Institute of Technology, Atlanta, GA"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"May D.","family":"Wang","sequence":"additional","affiliation":[{"name":"Georgia Institute of Technology, Atlanta, GA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"320","published-online":{"date-parts":[[2015,9,9]]},"reference":[{"key":"e_1_3_2_1_1_1","volume-title":"Personalized estimates of breast cancer risk in clinical practice and public health. Statistics in medicine, 30, 10","author":"Gail M. H.","year":"2011","unstructured":"Gail , M. H. Personalized estimates of breast cancer risk in clinical practice and public health. Statistics in medicine, 30, 10 ( 2011 ), 1090--1104. Gail, M. H. Personalized estimates of breast cancer risk in clinical practice and public health. Statistics in medicine, 30, 10 (2011), 1090--1104."},{"key":"e_1_3_2_1_2_1","doi-asserted-by":"crossref","unstructured":"Jiang X. Boxwala A. A. El-Kareh R. Kim J. and Ohno-Machado L. A patient-driven adaptive prediction technique to improve personalized risk estimation for clinical decision support. Journal of the American Medical Informatics Association(2012) amiajnl-2011-000751.  Jiang X. Boxwala A. A. El-Kareh R. Kim J. and Ohno-Machado L. A patient-driven adaptive prediction technique to improve personalized risk estimation for clinical decision support. Journal of the American Medical Informatics Association (2012) amiajnl-2011-000751.","DOI":"10.1136\/amiajnl-2011-000751"},{"key":"e_1_3_2_1_3_1","doi-asserted-by":"publisher","DOI":"10.1161\/CIRCULATIONAHA.106.672402"},{"key":"e_1_3_2_1_4_1","volume-title":"Statistical evaluation of prognostic versus diagnostic models: beyond the ROC curve. Clinical chemistry, 54, 1","author":"Cook N. R.","year":"2008","unstructured":"Cook , N. R. Statistical evaluation of prognostic versus diagnostic models: beyond the ROC curve. Clinical chemistry, 54, 1 ( 2008 ), 17--23. Cook, N. R. Statistical evaluation of prognostic versus diagnostic models: beyond the ROC curve. Clinical chemistry, 54, 1 (2008), 17--23."},{"key":"e_1_3_2_1_5_1","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-007-0077-7"},{"key":"e_1_3_2_1_6_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.datak.2010.03.002"},{"key":"e_1_3_2_1_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/2649387.2649440"},{"key":"e_1_3_2_1_8_1","doi-asserted-by":"publisher","DOI":"10.1145\/170036.170072"},{"key":"e_1_3_2_1_9_1","doi-asserted-by":"publisher","DOI":"10.1145\/360402.360421"},{"key":"e_1_3_2_1_10_1","first-page":"487","article-title":"Fast algorithms for mining association rules. Proc. 20th int. conf. very large data bases","volume":"1215","author":"Agrawal R.","year":"1994","unstructured":"Agrawal , R. and Srikant , R . Fast algorithms for mining association rules. Proc. 20th int. conf. very large data bases , VLDB , 1215 ( 1994 ), 487 -- 499 . Agrawal, R. and Srikant, R. Fast algorithms for mining association rules. Proc. 20th int. conf. very large data bases, VLDB, 1215(1994), 487--499.","journal-title":"VLDB"},{"key":"e_1_3_2_1_11_1","first-page":"765","article-title":"Uncertainty rule generation on a home care database of heart failure patients","volume":"2003","author":"Konias S.","year":"2003","unstructured":"Konias , S. , Giaglis , G. , Gogou , G. , Bamidis , P. and Maglaveras , N . Uncertainty rule generation on a home care database of heart failure patients . Computers in Cardiology , 2003 ( 2003 ), 765 -- 768 . Konias, S., Giaglis, G., Gogou, G., Bamidis, P. and Maglaveras, N. Uncertainty rule generation on a home care database of heart failure patients. Computers in Cardiology, 2003(2003), 765--768.","journal-title":"Computers in Cardiology"},{"volume-title":"Proceedings of the 7th Australasian Data Mining Conference-Volume 87(2008)","author":"Shan Y.","key":"e_1_3_2_1_12_1","unstructured":"Shan , Y. , Jeacocke , D. , Murray , D. W. and Sutinen , A . Mining medical specialist billing patterns for health service management . Proceedings of the 7th Australasian Data Mining Conference-Volume 87(2008) , 105--110. Shan, Y., Jeacocke, D., Murray, D. W. and Sutinen, A. Mining medical specialist billing patterns for health service management. Proceedings of the 7th Australasian Data Mining Conference-Volume 87(2008), 105--110."},{"key":"e_1_3_2_1_13_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2004.07.010"},{"key":"e_1_3_2_1_14_1","volume-title":"Efficient mining of association rules for the early diagnosis of Alzheimer's disease. Physics in medicine and biology, 56, 18","author":"Chaves R.","year":"2011","unstructured":"Chaves , R. , G\u00f3rriz , J. , Ram\u00edrez , J. , Ill\u00e1n , I. , Salas-Gonzalez , D. and G\u00f3mez-R\u00edo , M. Efficient mining of association rules for the early diagnosis of Alzheimer's disease. Physics in medicine and biology, 56, 18 ( 2011 ), 6047. Chaves, R., G\u00f3rriz, J., Ram\u00edrez, J., Ill\u00e1n, I., Salas-Gonzalez, D. and G\u00f3mez-R\u00edo, M. Efficient mining of association rules for the early diagnosis of Alzheimer's disease. Physics in medicine and biology, 56, 18 (2011), 6047."},{"key":"e_1_3_2_1_15_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2006.05.007"},{"key":"e_1_3_2_1_16_1","volume-title":"Homocysteine and cardiovascular disease: evidence on causality from a meta-analysis. Bmj, 325, 7374","author":"Wald D. S.","year":"2002","unstructured":"Wald , D. S. , Law , M. and Morris , J. K . Homocysteine and cardiovascular disease: evidence on causality from a meta-analysis. Bmj, 325, 7374 ( 2002 ), 1202. Wald, D. S., Law, M. and Morris, J. K. Homocysteine and cardiovascular disease: evidence on causality from a meta-analysis. Bmj, 325, 7374 (2002), 1202."},{"key":"e_1_3_2_1_17_1","first-page":"5","article-title":"The environment and disease: association or causation?","volume":"58","author":"Hill A. B","year":"1965","unstructured":"Hill , A. B . The environment and disease: association or causation? Proceedings of the Royal Society of Medicine , 58 , 5 ( 1965 ), 295. Hill, A. B. The environment and disease: association or causation? Proceedings of the Royal Society of Medicine, 58, 5 (1965), 295.","journal-title":"Proceedings of the Royal Society of Medicine"},{"volume-title":"Proceedings of the fourth international conference on knowledge discovery and data mining(1998)","author":"Ma B. L. W. H. Y.","key":"e_1_3_2_1_18_1","unstructured":"Ma , B. L. W. H. Y. Integrating classification and association rule mining . Proceedings of the fourth international conference on knowledge discovery and data mining(1998) . Ma, B. L. W. H. Y. Integrating classification and association rule mining. Proceedings of the fourth international conference on knowledge discovery and data mining(1998)."},{"key":"e_1_3_2_1_19_1","doi-asserted-by":"publisher","DOI":"10.1016\/S0031-3203(96)00142-2"},{"key":"e_1_3_2_1_20_1","volume-title":"Updated risk factor values and the ability of the multivariable risk score to predict coronary heart disease. American journal of epidemiology, 160, 7","author":"Karp I.","year":"2004","unstructured":"Karp , I. , Abrahamowicz , M. , Bartlett , G. and Pilote , L . Updated risk factor values and the ability of the multivariable risk score to predict coronary heart disease. American journal of epidemiology, 160, 7 ( 2004 ), 707--716. Karp, I., Abrahamowicz, M., Bartlett, G. and Pilote, L. Updated risk factor values and the ability of the multivariable risk score to predict coronary heart disease. American journal of epidemiology, 160, 7 (2004), 707--716."},{"key":"e_1_3_2_1_21_1","doi-asserted-by":"publisher","DOI":"10.1136\/amiajnl-2011-000101"},{"key":"e_1_3_2_1_22_1","doi-asserted-by":"publisher","DOI":"10.1146\/annurev.bioeng.8.061505.095842"},{"key":"e_1_3_2_1_23_1","doi-asserted-by":"publisher","DOI":"10.1136\/amiajnl-2011-000291"},{"key":"e_1_3_2_1_24_1","volume-title":"Recent innovations in intensive care unit risk-prediction models. Current opinion in critical care, 8, 4","author":"Rosenberg A. L.","year":"2002","unstructured":"Rosenberg , A. L. Recent innovations in intensive care unit risk-prediction models. Current opinion in critical care, 8, 4 ( 2002 ), 321--330. Rosenberg, A. L. Recent innovations in intensive care unit risk-prediction models. Current opinion in critical care, 8, 4 (2002), 321--330."},{"key":"e_1_3_2_1_25_1","doi-asserted-by":"publisher","DOI":"10.1097\/00003246-198510000-00009"},{"key":"e_1_3_2_1_26_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.1996.03540100046027"},{"key":"e_1_3_2_1_27_1","doi-asserted-by":"publisher","DOI":"10.1097\/00003246-199510000-00007"},{"key":"e_1_3_2_1_28_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.1993.03510200084037"},{"key":"e_1_3_2_1_29_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.1993.03510240069035"},{"key":"e_1_3_2_1_30_1","volume-title":"Scoring systems for assessing organ dysfunction and survival. Critical care clinics, 16, 2","author":"Vincent J.-L.","year":"2000","unstructured":"Vincent , J.-L. , Ferreira , F. and Moreno , R . Scoring systems for assessing organ dysfunction and survival. Critical care clinics, 16, 2 ( 2000 ), 353--366. Vincent, J.-L., Ferreira, F. and Moreno, R. Scoring systems for assessing organ dysfunction and survival. Critical care clinics, 16, 2 (2000), 353--366."},{"key":"e_1_3_2_1_31_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2012.05.086"},{"key":"e_1_3_2_1_32_1","volume-title":"Clinical model for predicting prolonged mechanical ventilation. Journal of critical care, 28, 5","author":"Clark P. A.","year":"2013","unstructured":"Clark , P. A. and Lettieri , C. J . Clinical model for predicting prolonged mechanical ventilation. Journal of critical care, 28, 5 ( 2013 ), 880. e881-880. e887. Clark, P. A. and Lettieri, C. J. Clinical model for predicting prolonged mechanical ventilation. Journal of critical care, 28, 5 (2013), 880. e881-880. e887."},{"key":"e_1_3_2_1_33_1","volume-title":"Eliminating needless testing in intensive care-an information-based team management approach. Critical care medicine, 21, 10","author":"Roberts D. E.","year":"1993","unstructured":"Roberts , D. E. , Bell , D. D. , Ostryzniuk , T. , Dobson , K. , Oppenheimer , L. , Martens , D. , Honcharik , N. , Cramp , H. , Loewen , E. and Bodnar , S . Eliminating needless testing in intensive care-an information-based team management approach. Critical care medicine, 21, 10 ( 1993 ), 1452--1458. Roberts, D. E., Bell, D. D., Ostryzniuk, T., Dobson, K., Oppenheimer, L., Martens, D., Honcharik, N., Cramp, H., Loewen, E. and Bodnar, S. Eliminating needless testing in intensive care-an information-based team management approach. Critical care medicine, 21, 10 (1993), 1452--1458."},{"volume-title":"Computer-Based Medical Systems (CBMS), 2013 IEEE 26th International Symposium on(2013)","author":"Bender D.","key":"e_1_3_2_1_34_1","unstructured":"Bender , D. and Sartipi , K . HL7 FHIR: An Agile and RESTful approach to healthcare information exchange . Computer-Based Medical Systems (CBMS), 2013 IEEE 26th International Symposium on(2013) , 326--331. Bender, D. and Sartipi, K. HL7 FHIR: An Agile and RESTful approach to healthcare information exchange. Computer-Based Medical Systems (CBMS), 2013 IEEE 26th International Symposium on(2013), 326--331."}],"event":{"name":"BCB '15: ACM International Conference on Bioinformatics, Computational Biology and Biomedicine","sponsor":["SIGBio ACM Special Interest Group on Bioinformatics"],"location":"Atlanta Georgia","acronym":"BCB '15"},"container-title":["Proceedings of the 6th ACM Conference on Bioinformatics, Computational Biology and Health Informatics"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2808719.2808759","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/2808719.2808759","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T05:07:42Z","timestamp":1750223262000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/2808719.2808759"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,9,9]]},"references-count":34,"alternative-id":["10.1145\/2808719.2808759","10.1145\/2808719"],"URL":"https:\/\/doi.org\/10.1145\/2808719.2808759","relation":{},"subject":[],"published":{"date-parts":[[2015,9,9]]},"assertion":[{"value":"2015-09-09","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}