{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,7]],"date-time":"2024-09-07T11:54:26Z","timestamp":1725710066984},"reference-count":26,"publisher":"Elsevier BV","issue":"1-2","license":[{"start":{"date-parts":[[2003,9,1]],"date-time":"2003-09-01T00:00:00Z","timestamp":1062374400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Artificial Intelligence in Medicine"],"published-print":{"date-parts":[[2003,9]]},"DOI":"10.1016\/s0933-3657(03)00047-2","type":"journal-article","created":{"date-parts":[[2003,6,9]],"date-time":"2003-06-09T18:31:26Z","timestamp":1055183486000},"page":"5-23","source":"Crossref","is-referenced-by-count":44,"title":["Integrating classification trees with local logistic regression in Intensive Care prognosis"],"prefix":"10.1016","volume":"29","author":[{"given":"Ameen","family":"Abu-Hanna","sequence":"first","affiliation":[]},{"given":"Nicolette","family":"de Keizer","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/S0933-3657(03)00047-2_BIB1","doi-asserted-by":"crossref","unstructured":"Abu-Hanna A, Lucas PJF. Prognostic models in medicine AI and statistical approaches. In: Abu-Hanna A, Lucas PJF, editors. Special issue of Methods Inf Med, vol. 40. Stuttgart: Schattauer; 2001. p. 1\u20135.","DOI":"10.1055\/s-0038-1634456"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB2","doi-asserted-by":"crossref","first-page":"1536","DOI":"10.1136\/bmj.311.7019.1536","article-title":"Prognostic trees to aid prognosis in patients with cutaneous malignant melanoma","volume":"311","author":"Aitchison","year":"1995","journal-title":"BMJ"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB3","doi-asserted-by":"crossref","first-page":"1468","DOI":"10.1136\/bmj.318.7196.1468","article-title":"ABC of intensive care. Organisation of intensive care","volume":"318","author":"Bennett","year":"1999","journal-title":"BMJ"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB4","doi-asserted-by":"crossref","first-page":"191","DOI":"10.1016\/S1386-5056(00)00087-3","article-title":"Applications of qualitative multi-attribute decision models in health care","volume":"58\u201359","author":"Bohanec","year":"2000","journal-title":"Int. J. Med. Inf."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB5","unstructured":"Breiman L, Friedman JH, Olsen RA, Stone CJ. Classification and regression trees. Belmont: Wadsworth; 1984."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB6","doi-asserted-by":"crossref","first-page":"299","DOI":"10.1023\/A:1013916107446","article-title":"Bayesian treed models","volume":"48","author":"Chipman","year":"2002","journal-title":"Machine Learn"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB7","doi-asserted-by":"crossref","first-page":"829","DOI":"10.2307\/2286407","article-title":"Robust locally weighted regression and smoothing scatterplots","volume":"74","author":"Cleveland","year":"1979","journal-title":"J. Am. Stat. Assoc."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB8","unstructured":"Cowell RG, Dawid APh, Lauritzen SL, Spiegelhalter DJ. Probabilistic networks and expert systems. New York: Springer; 1999."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB9","unstructured":"Fagan LM, Shortliffe EH, Buchanan BG. Computer-based medical decision making: from MYCIN to VM. In: Clancey WJ, Shortliffe EH, editors. Readings in medical artificial intelligence: the first decade. Massachusetts: Addison-Wesley; 1984. p. 241\u201355."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB10","unstructured":"Hand DJ. Construction and assessment of classification rules. Chichester: Wiley; 1997. p. 105."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB11","first-page":"307","article-title":"Receiver operating characteristic (ROC) methodology: the state of the art","volume":"29","author":"Hanley","year":"1989","journal-title":"Crit. Rev. Diagn. Imaging"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB12","doi-asserted-by":"crossref","unstructured":"Hosmer DW, Lemeshow S. Applied logistic regression. New York: Wiley; 1989.","DOI":"10.2307\/2531779"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB13","doi-asserted-by":"crossref","first-page":"965","DOI":"10.1002\/(SICI)1097-0258(19970515)16:9<965::AID-SIM509>3.0.CO;2-O","article-title":"A comparison of goodness-of-fit tests for the logistic regression model","volume":"16","author":"Hosmer","year":"1997","journal-title":"Stat. Med."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB14","doi-asserted-by":"crossref","unstructured":"de Keizer NF. An infrastructure for quality assessment in intensive care; prognostic models and terminological systems. Ph.D. Thesis. Amsterdam: University of Amsterdam; 2000.","DOI":"10.1007\/s001340051207"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB15","doi-asserted-by":"crossref","first-page":"818","DOI":"10.1097\/00003246-198510000-00009","article-title":"APACHE II: a severity of disease classification system","volume":"13","author":"Knaus","year":"1985","journal-title":"Crit. Care Med."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB16","unstructured":"Kohavi R. Scaling up the accuracy of naive-bayes classifiers: a decision-tree hybrid. In: Proceedings of the Second International Conference on Knowledge Discovery and Data Mining. Monlo Park: AAAI Press; 1996. p. 202\u20137."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB17","doi-asserted-by":"crossref","first-page":"2957","DOI":"10.1001\/jama.1993.03510240069035","article-title":"A new simplified acute physiology score (SAPS-II) based on a European\/North American multicenter study","volume":"270","author":"Le Gall","year":"1993","journal-title":"JAMA"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB18","doi-asserted-by":"crossref","unstructured":"Long WJ. A comparison of logistic regression to decision-tree induction in a medical domain. Comput Biol Res (1993) 74\u201397.","DOI":"10.1006\/cbmr.1993.1005"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB19","doi-asserted-by":"crossref","unstructured":"Lucas PJF, Abu-Hanna A. Prognostic methods in medicine. In: Lucas PJF, Abu-Hanna A, editors. Artif Intell Med (1999) 15(2):105\u20139 [special issue].","DOI":"10.1016\/S0933-3657(98)00047-5"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB20","doi-asserted-by":"crossref","first-page":"1213","DOI":"10.1002\/sim.4780100805","article-title":"Validation techniques for logistic regression models","volume":"10","author":"Miller","year":"1991","journal-title":"Stat. Med."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB21","unstructured":"Mitchell T. Machine learning. New York: McGraw-Hill; 1997."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB22","unstructured":"Nakhaeizadeh G, Taylor CC, editors. Machine learning and statistics, the interface. New York: Wiley; 1997."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB23","unstructured":"Quinlan JR. C4.5: programs for machine learning. San Mateo (CA): Morgan Kaufman; 1993."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB24","doi-asserted-by":"crossref","first-page":"977","DOI":"10.1136\/bmj.307.6910.977","article-title":"Intensive care society\u2019s APACHE II study in Britain and Ireland-II","volume":"307","author":"Rowan","year":"1993","journal-title":"BMJ"},{"key":"10.1016\/S0933-3657(03)00047-2_BIB25","doi-asserted-by":"crossref","first-page":"541","DOI":"10.1002\/(SICI)1097-0258(20000229)19:4<541::AID-SIM355>3.0.CO;2-V","article-title":"On misuses of artificial neural networks for prognostic and diagnostic classification in oncology","volume":"19","author":"Schwarzer","year":"2000","journal-title":"Stat. Med."},{"key":"10.1016\/S0933-3657(03)00047-2_BIB26","unstructured":"White AP, Liu WZ. Statistical properties of tree-based approaches to classification. In: Nakhaeizadeh G, Taylor CC, editors. Machine learning and statistics, the interface. New York: Wiley; 1997."}],"container-title":["Artificial Intelligence in Medicine"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0933365703000472?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0933365703000472?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2020,3,21]],"date-time":"2020-03-21T01:47:50Z","timestamp":1584755270000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0933365703000472"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2003,9]]},"references-count":26,"journal-issue":{"issue":"1-2","published-print":{"date-parts":[[2003,9]]}},"alternative-id":["S0933365703000472"],"URL":"https:\/\/doi.org\/10.1016\/s0933-3657(03)00047-2","relation":{},"ISSN":["0933-3657"],"issn-type":[{"value":"0933-3657","type":"print"}],"subject":[],"published":{"date-parts":[[2003,9]]}}}