{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,12]],"date-time":"2026-02-12T08:27:37Z","timestamp":1770884857066,"version":"3.50.1"},"reference-count":19,"publisher":"Oxford University Press (OUP)","issue":"3","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2013,5]]},"DOI":"10.1136\/amiajnl-2012-000945","type":"journal-article","created":{"date-parts":[[2012,10,4]],"date-time":"2012-10-04T21:50:38Z","timestamp":1349387438000},"page":"435-440","source":"Crossref","is-referenced-by-count":6,"title":["Structural models used in real-time biosurveillance outbreak detection and outbreak curve isolation from noisy background morbidity levels"],"prefix":"10.1093","volume":"20","author":[{"given":"Karen Elizabeth","family":"Cheng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David J","family":"Crary","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jaideep","family":"Ray","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Cosmin","family":"Safta","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"286","published-online":{"date-parts":[[2012,10,4]]},"reference":[{"key":"key\n\t\t\t\t20170522084342_R1","doi-asserted-by":"crossref","first-page":"403","DOI":"10.1002\/sim.3880","article-title":"Some methodological issues in biosurveillance","volume":"30","author":"Fricker","year":"2011","journal-title":"Stat Med"},{"key":"key\n\t\t\t\t20170522084342_R2","first-page":"249","article-title":"A review of public health syndromic surveillance systems","volume-title":"IEEE International Conference on Intelligence and Security Issues","author":"Yan","year":"2006"},{"key":"key\n\t\t\t\t20170522084342_R3","doi-asserted-by":"crossref","first-page":"760","DOI":"10.1197\/jamia.M2799","article-title":"Understanding detection performance in public health surveillance: modeling aberrancy-detection algorithms","volume":"15","author":"Buckeridge","year":"2008","journal-title":"J Am Med Inform Assoc"},{"key":"key\n\t\t\t\t20170522084342_R4","doi-asserted-by":"crossref","first-page":"1093","DOI":"10.1016\/j.jbi.2011.08.012","article-title":"Method selection and adaptation for distributed monitoring of infectious diseases for syndromic surveillance","volume":"44","author":"Xing","year":"2011","journal-title":"J Biomed Inform"},{"key":"key\n\t\t\t\t20170522084342_R5","author":"Harvey","year":"1989","journal-title":"Forecasting, structural time series models, and the Kalman filter"},{"key":"key\n\t\t\t\t20170522084342_R6","doi-asserted-by":"crossref","first-page":"76","DOI":"10.1197\/jamia.M2178","article-title":"Finding leading indicators for disease outbreaks: filtering, cross-correlation, and caveats","volume":"14","author":"Bloom","year":"2007","journal-title":"J Am Med Inform Assoc"},{"key":"key\n\t\t\t\t20170522084342_R7","article-title":"Application of change point analysis to daily influenza-like illness emergency department visits","author":"Kass-Hout","year":": 3 2012. :10.1136\/-2011-000793","journal-title":"J Am Med Inform Assoc."},{"key":"key\n\t\t\t\t20170522084342_R8","first-page":"145","article-title":"Using multivariate state space models to study spatial structure and dynamics","volume-title":"Spatial ecology","author":"Hinrichson","year":"2010"},{"key":"key\n\t\t\t\t20170522084342_R9","doi-asserted-by":"crossref","first-page":"867","DOI":"10.2307\/2531322","article-title":"Monitoring renal transplants: an application of the multiprocess Kalman filter","volume":"39","author":"Smith","year":"1983","journal-title":"Biometrics"},{"key":"key\n\t\t\t\t20170522084342_R10","author":"Durbin","year":"2001","journal-title":"Time series analysis by state space methods"},{"key":"key\n\t\t\t\t20170522084342_R11","doi-asserted-by":"crossref","first-page":"550","DOI":"10.1145\/279232.279236","article-title":"Algorithm 778: L-BFGS-B: fortran subroutines for large-scale bound-constrained problems","volume":"4","author":"Zhu","year":"1997","journal-title":"ACM Trans Math Softw"},{"key":"key\n\t\t\t\t20170522084342_R12","doi-asserted-by":"crossref","first-page":"1942","DOI":"10.3201\/eid1212.060331","article-title":"Evaluating detection of an inhalational anthrax outbreak","volume":"12","author":"Buckeridge","year":"2006","journal-title":"Emerg Infect Dis"},{"key":"key\n\t\t\t\t20170522084342_R13","article-title":"Emergency Management, City of Miami Beach"},{"key":"key\n\t\t\t\t20170522084342_R14","volume-title":"Distributed micro-releases of bioterror pathogens: threat characterizations and epidemiology from uncertain patient observables","author":"Ray","year":"2008"},{"key":"key\n\t\t\t\t20170522084342_R15","doi-asserted-by":"crossref","first-page":"7589","DOI":"10.1073\/pnas.0509551103","article-title":"Sverdlovsk revisited: modeling human inhalational anthrax","volume":"103","author":"Wilkening","year":"2006","journal-title":"Proc Natl Acad Sci"},{"key":"key\n\t\t\t\t20170522084342_R16","article-title":"Approximating the sum of lognormal distributions to enhance models of inhalational anthrax","author":"Hogan","year":"2007"},{"key":"key\n\t\t\t\t20170522084342_R17","article-title":"ROC graphs: notes and practical considerations for data mining researchers","author":"Fawcett","year":"2003"},{"key":"key\n\t\t\t\t20170522084342_R18","doi-asserted-by":"crossref","first-page":"422","DOI":"10.1093\/biostatistics\/kxj016","article-title":"A two-component model for counts of infectious disease","volume":"7","author":"Held","year":"2006","journal-title":"Biostatistics"},{"key":"key\n\t\t\t\t20170522084342_R19","article-title":"Real-time characterization of outbreaks from widely available biosurveillance data for medical planning","volume-title":"Proceedings of the DTRA Chemical and Biological Science and Technology Conference","author":"Cheng","year":"2011"}],"container-title":["Journal of the American Medical Informatics Association"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/academic.oup.com\/jamia\/article-pdf\/20\/3\/435\/17374654\/20-3-435.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,8,23]],"date-time":"2017-08-23T03:59:42Z","timestamp":1503460782000},"score":1,"resource":{"primary":{"URL":"https:\/\/academic.oup.com\/jamia\/article-lookup\/doi\/10.1136\/amiajnl-2012-000945"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,10,4]]},"references-count":19,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2012,10,4]]},"published-print":{"date-parts":[[2013,5]]}},"URL":"https:\/\/doi.org\/10.1136\/amiajnl-2012-000945","relation":{},"ISSN":["1527-974X","1067-5027"],"issn-type":[{"value":"1527-974X","type":"electronic"},{"value":"1067-5027","type":"print"}],"subject":[],"published":{"date-parts":[[2012,10,4]]}}}