{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,19]],"date-time":"2026-03-19T07:59:39Z","timestamp":1773907179540,"version":"3.50.1"},"reference-count":59,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2019,8,1]],"date-time":"2019-08-01T00:00:00Z","timestamp":1564617600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2019,8,1]],"date-time":"2019-08-01T00:00:00Z","timestamp":1564617600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,8,1]],"date-time":"2019-08-01T00:00:00Z","timestamp":1564617600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100006602","name":"Air Force Research Laboratory","doi-asserted-by":"publisher","award":["FA8750-15-2-0116"],"award-info":[{"award-number":["FA8750-15-2-0116"]}],"id":[{"id":"10.13039\/100006602","id-type":"DOI","asserted-by":"publisher"}]},{"name":"US Army RDECOM","award":["W911NF-13-1-0118"],"award-info":[{"award-number":["W911NF-13-1-0118"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Human-Mach. Syst."],"published-print":{"date-parts":[[2019,8]]},"DOI":"10.1109\/thms.2019.2892436","type":"journal-article","created":{"date-parts":[[2019,2,5]],"date-time":"2019-02-05T01:43:44Z","timestamp":1549331024000},"page":"326-336","source":"Crossref","is-referenced-by-count":8,"title":["A Machine Learning Approach to Predict Human Judgments in Compensatory and Noncompensatory Judgment Tasks"],"prefix":"10.1109","volume":"49","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7172-0716","authenticated-orcid":false,"given":"Joseph K.","family":"Nuamah","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Younho","family":"Seong","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1037\/a0020762"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms8455"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1109\/21.199466"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.18637\/jss.v065.i06"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCA.2008.923068"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/THMS.2016.2612231"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1177\/1745691612460685"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1037\/0033-2909.119.1.3"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1037\/0003-066X.58.9.697"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1037\/0003-066X.49.8.709"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/COGSIMA.2017.7929581"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1080\/2326263X.2017.1338012"},{"key":"ref29","article-title":"JANNET, a neural network approach to judgment analysis","author":"bruins","year":"2000","journal-title":"Preradiation Dental Decisions in Patients with Head and Neck Cancer"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCA.2003.812601"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.obhdp.2004.06.002"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1142\/9789812830111"},{"key":"ref22","author":"sammut","year":"2011","journal-title":"Encyclopedia of Machine Learning"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1186\/s40064-016-2941-7"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1177\/0018720813515272"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4614-6849-3"},{"key":"ref25","author":"quinlan","year":"2014","journal-title":"C4 5 Programs for Machine Learning"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1002\/(SICI)1099-0771(200001\/03)13:1<35::AID-BDM339>3.3.CO;2-L"},{"key":"ref51","article-title":"Effects of information visualization and task type on cognition and judgment in human-system interaction: A neuroergonomic approach","author":"nuamah","year":"2018"},{"key":"ref59","article-title":"A theoretically based review of theory and research in judgment and decision making","author":"hammond","year":"1986"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/3468.895884"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2013.06.020"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1007\/s00354-015-0402-4"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1002\/9781118548387"},{"key":"ref54","author":"gutierrez","year":"2015","journal-title":"Machine Learning and Data Science An Introduction to Statistical Learning Methods with R"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/SYSOSE.2017.7994979"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1177\/154193120104500215"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.3758\/PBR.17.6.923"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/S0010-0277(03)00141-0"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1177\/1745691612460685"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1037\/h0057921"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1002\/bdm.1969"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1037\/h0047807"},{"key":"ref15","first-page":"537","article-title":"The paramorphic representation of clinical judgment: A thirty-year retrospective","author":"doherty","year":"1997","journal-title":"Cambridge series on judgment and decision making Research on judgment and decision making Currents connections and controversies"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1177\/1555343412453461"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1518\/hfes.45.1.117.27228"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/MIS.2017.54"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/3477.790443"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-77131-1_6"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.ergon.2006.01.012"},{"key":"ref6","article-title":"The adaptive decision maker: Effort and accuracy in choice","volume":"129","author":"payne","year":"1990","journal-title":"Insights in Decision Making A Tribute to Hillel J Einhorn"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1177\/1555343416661889"},{"key":"ref8","author":"schoemaker","year":"2013","journal-title":"Experiments on Decision under Risk The Expected Utility Hypothesis"},{"key":"ref7","author":"cooksey","year":"1996","journal-title":"Judgment Analysis Theory Methods and Applications"},{"key":"ref49","author":"team","year":"2016","journal-title":"R A Language and Environment for Statistical Computing"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1037\/\/0033-295X.103.4.650"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-42993-9_11"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.5942\/jawwa.2013.105.0059"},{"key":"ref48","doi-asserted-by":"crossref","first-page":"609","DOI":"10.15623\/ijret.2013.0204035","article-title":"Water quality index with missing parameters","volume":"2","author":"srivastava","year":"2013","journal-title":"International Journal of Engineering Research and Technology"},{"key":"ref47","author":"hallock","year":"2002","journal-title":"A Water Quality Index for Ecology's Stream Monitoring Program"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TSMC.1987.6499282"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1177\/0018720816659796"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1037\/0033-2909.92.2.382"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1177\/1555343416686476"}],"container-title":["IEEE Transactions on Human-Machine Systems"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6221037\/8763787\/08633404.pdf?arnumber=8633404","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,7,13]],"date-time":"2022-07-13T21:07:14Z","timestamp":1657746434000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8633404\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,8]]},"references-count":59,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/thms.2019.2892436","relation":{},"ISSN":["2168-2291","2168-2305"],"issn-type":[{"value":"2168-2291","type":"print"},{"value":"2168-2305","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,8]]}}}