{"id":"https://openalex.org/W2905017137","doi":null,"title":"Extensions and Applications of Item Explanatory Models to Polytomous Data in Item Response Theory","display_name":"Extensions and Applications of Item Explanatory Models to Polytomous Data in Item Response Theory","publication_year":2018,"publication_date":"2018-01-01","ids":{"openalex":"https://openalex.org/W2905017137","mag":"2905017137"},"language":"en","primary_location":{"id":"pmh:oai:escholarship.org/ark:/13030/qt4pf2p2fj","doi":null,"is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/4pf2p2fj","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"etd"},"volume":null,"type":"dissertation","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100366826","display_name":"Jinho Kim","orcid":"https://orcid.org/0000-0003-4399-9187","observed_orcids":["https://orcid.org/0000-0003-4399-9187"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Jinho Kim","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-4399-9187","affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5100366826"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10467","display_name":"Psychometric Methodologies and Testing","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10467","display_name":"Psychometric Methodologies and Testing","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12884","display_name":"Educational Assessment and Pedagogy","score":0.0005000000237487257,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10959","display_name":"Student Assessment and Feedback","score":9.999999747378752e-05,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/item-response-theory","display_name":"item response theory","score":0.628000020980835},{"id":"https://openalex.org/keywords/linear-logistic-test-model","display_name":"linear logistic test model","score":0.7450000047683716},{"id":"https://openalex.org/keywords/many-facet-rasch-measurement","display_name":"many-facet Rasch model","score":0.9229999780654907},{"id":"https://openalex.org/keywords/item-difficulty","display_name":"item difficulty","score":0.4390000104904175},{"id":"https://openalex.org/keywords/item-properties","display_name":"item properties","score":0.6060000061988831},{"id":"https://openalex.org/keywords/test-development","display_name":"test development","score":0.41999998688697815},{"id":"https://openalex.org/keywords/educational-assessment","display_name":"educational assessment","score":0.6129999756813049},{"id":"https://openalex.org/keywords/verbal-aggression","display_name":"verbal aggression","score":0.7609999775886536}],"concepts":[{"id":"https://openalex.org/C207968926","wikidata":"https://www.wikidata.org/wiki/Q7227107","display_name":"Polytomous Rasch model","level":4,"score":0.9298699498176575},{"id":"https://openalex.org/C101266164","wikidata":"https://www.wikidata.org/wiki/Q2131821","display_name":"Rasch model","level":2,"score":0.8074471354484558},{"id":"https://openalex.org/C19875794","wikidata":"https://www.wikidata.org/wiki/Q1207340","display_name":"Item response theory","level":3,"score":0.5775637626647949},{"id":"https://openalex.org/C43122875","wikidata":"https://www.wikidata.org/wiki/Q5428522","display_name":"Facet (psychology)","level":4,"score":0.5564209818840027},{"id":"https://openalex.org/C5274069","wikidata":"https://www.wikidata.org/wiki/Q2285707","display_name":"Categorical variable","level":2,"score":0.5414860248565674},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5054621696472168},{"id":"https://openalex.org/C2777402642","wikidata":"https://www.wikidata.org/wiki/Q2557224","display_name":"Explanatory power","level":2,"score":0.4872938394546509},{"id":"https://openalex.org/C2778638050","wikidata":"https://www.wikidata.org/wiki/Q5421252","display_name":"Explanatory model","level":2,"score":0.4824272096157074},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4797481298446655},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.459783136844635},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.416488379240036},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3525332510471344},{"id":"https://openalex.org/C171606756","wikidata":"https://www.wikidata.org/wiki/Q506132","display_name":"Psychometrics","level":2,"score":0.30153918266296387},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.275460422039032},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.2498004138469696},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.2141866385936737},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.11654391884803772},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.09603169560432434},{"id":"https://openalex.org/C187288502","wikidata":"https://www.wikidata.org/wiki/Q641118","display_name":"Personality","level":2,"score":0.0},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2865642","wikidata":"https://www.wikidata.org/wiki/Q378132","display_name":"Big Five personality traits","level":3,"score":0.0},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:escholarship.org/ark:/13030/qt4pf2p2fj","doi":null,"is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/4pf2p2fj","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"etd"},{"id":"pmh:qt4pf2p2fj","doi":null,"is_oa":false,"landing_page_url":"http://www.escholarship.org/uc/item/4pf2p2fj","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Kim, Jinho. (2018). Extensions and Applications of Item Explanatory Models to Polytomous Data in Item Response Theory. UC Berkeley: Education. Retrieved from: http://www.escholarship.org/uc/item/4pf2p2fj","raw_type":"dissertation"},{"id":"mag:2905017137","doi":null,"is_oa":false,"landing_page_url":"https://escholarship.org/content/qt4pf2p2fj/qt4pf2p2fj.pdf?t=phm3z7","pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":93,"referenced_works":["https://openalex.org/W17370754","https://openalex.org/W68436435","https://openalex.org/W149410319","https://openalex.org/W174804147","https://openalex.org/W657332045","https://openalex.org/W1517555081","https://openalex.org/W1522777809","https://openalex.org/W1565240145","https://openalex.org/W1604891565","https://openalex.org/W1648888400","https://openalex.org/W1877880381","https://openalex.org/W1890393007","https://openalex.org/W1959299038","https://openalex.org/W1966576448","https://openalex.org/W1967555382","https://openalex.org/W1968909141","https://openalex.org/W1969844929","https://openalex.org/W1971383438","https://openalex.org/W1982564453","https://openalex.org/W1985054565","https://openalex.org/W1988301765","https://openalex.org/W1990099821","https://openalex.org/W1991789780","https://openalex.org/W1993489554","https://openalex.org/W1993997587","https://openalex.org/W1994281740","https://openalex.org/W1997703011","https://openalex.org/W1998775230","https://openalex.org/W2001771037","https://openalex.org/W2014581807","https://openalex.org/W2014715075","https://openalex.org/W2016295847","https://openalex.org/W2017779924","https://openalex.org/W2017966270","https://openalex.org/W2020197317","https://openalex.org/W2025759625","https://openalex.org/W2027405702","https://openalex.org/W2033582774","https://openalex.org/W2038392294","https://openalex.org/W2039329110","https://openalex.org/W2040797015","https://openalex.org/W2041146801","https://openalex.org/W2047671071","https://openalex.org/W2051039162","https://openalex.org/W2052205592","https://openalex.org/W2052342715","https://openalex.org/W2053752283","https://openalex.org/W2057610770","https://openalex.org/W2057765075","https://openalex.org/W2059097211","https://openalex.org/W2060075365","https://openalex.org/W2064596699","https://openalex.org/W2073057017","https://openalex.org/W2082352315","https://openalex.org/W2087246960","https://openalex.org/W2089001306","https://openalex.org/W2090448196","https://openalex.org/W2093716150","https://openalex.org/W2105629552","https://openalex.org/W2109844396","https://openalex.org/W2114433744","https://openalex.org/W2116575161","https://openalex.org/W2117135010","https://openalex.org/W2130172400","https://openalex.org/W2132339668","https://openalex.org/W2132383767","https://openalex.org/W2132865567","https://openalex.org/W2134019621","https://openalex.org/W2135497302","https://openalex.org/W2135934118","https://openalex.org/W2142635246","https://openalex.org/W2146855196","https://openalex.org/W2147098768","https://openalex.org/W2148534890","https://openalex.org/W2150206910","https://openalex.org/W2157199363","https://openalex.org/W2164985658","https://openalex.org/W2165492509","https://openalex.org/W2167264489","https://openalex.org/W2170448089","https://openalex.org/W2187630138","https://openalex.org/W2245463310","https://openalex.org/W2271791104","https://openalex.org/W2489543173","https://openalex.org/W2529736500","https://openalex.org/W2530192738","https://openalex.org/W2577537660","https://openalex.org/W2582743722","https://openalex.org/W2591197289","https://openalex.org/W3006027310","https://openalex.org/W4240843895","https://openalex.org/W4243004148","https://openalex.org/W4244055828"],"related_works":["https://openalex.org/W2995789278","https://openalex.org/W2945378006","https://openalex.org/W2979749126","https://openalex.org/W4256540432","https://openalex.org/W2110161405","https://openalex.org/W7160777599","https://openalex.org/W7099798557","https://openalex.org/W113168978","https://openalex.org/W2147290304","https://openalex.org/W4386775688"],"abstract_inverted_index":{"Polytomous":[0],"item":[1,11,51,104,125,130,138,147,155,162,187,200,211,246,289,308,319,326,352,374,379,390,402,407,426,443,457,550,555,563,579,595,619,624,626,647,650,653],"explanatory":[2,52,71,97,126,148,188,247,290,309,353,403,494,551,620,622,627],"models":[3,53,189,248,284,354,404,412,445,469,490,526,552,561,589,592],"aim":[4],"to":[5,34,54,86,123,191,198,207,287,527],"provide":[6],"informative":[7],"feedback":[8,228],"for":[9,229,461,566,577],"improving":[10],"design":[12,201,384],"and":[13,17,28,38,48,98,158,170,193,202,215,235,270,295,322,339,357,386,479,502,521,537,602,607,612],"generation,":[14],"test":[15,633,644],"development,":[16],"educational":[18],"assessment":[19,168,234,337,535],"so":[20],"that":[21,184,348,546,586,610],"they":[22,91],"can":[23,446],"help":[24],"improve":[25],"teachers\u2019":[26],"instruction":[27],"students\u2019":[29],"learning":[30],"ultimately.":[31],"In":[32,513],"order":[33],"demonstrate":[35,141,300,518],"methodological":[36,611],"advantages":[37],"practical":[39,142,302,519,613],"implications":[40,520],"of":[41,50,70,96,115,144,232,267,362,367,378,389,456,466,510,523,599],"these":[42],"models,":[43,127],"this":[44,82,315],"dissertation":[45,83],"addresses":[46],"extensions":[47],"applications":[49,143,522],"polytomous":[55,124,245,281,307,351,368,401,441,462,549,618,629],"data,":[56,630],"using":[57,292],"the":[58,68,93,102,113,116,137,145,160,165,172,177,185,199,233,251,255,264,268,271,293,296,301,305,324,329,334,341,349,363,376,383,387,411,415,420,439,448,453,467,488,508,524,532,538,547,560,578,587,591,600,604,616],"Linear":[59,272,421],"Logistic":[60,422],"Test":[61,423],"Model":[62,119,275,424],"(LLTM;":[63],"Fischer,":[64],"1973)":[65],"approach,":[66,438],"in":[67,81,109,164,171,176,212,241,314,333,340,360,382,396,414,419,450,492,597],"context":[69],"measurement":[72],"(De":[73],"Boeck":[74],"&":[75,278,435],"Wilson,":[76],"2004).":[77],"The":[78,106,181,223,238,345,393,542,582],"three":[79,400],"papers":[80],"are":[84,285,355,371,477],"intended":[85],"be":[87],"separately":[88],"publishable,":[89],"but":[90],"share":[92],"common":[94],"theme":[95],"predictive":[99],"inferences":[100],"from":[101],"ordered-category":[103],"responses.":[105],"first":[107],"paper":[108,240,316,395],"Chapter":[110,242,397],"2":[111],"discusses":[112],"applicability":[114],"Many-Facet":[117],"Rasch":[118,282,636],"(MFRM;":[120],"Linacre,":[121],"1989)":[122],"considering":[128],"categorical":[129],"properties":[131,156,320,380],"as":[132,204,206,226,505,507,572],"facets":[133],"or":[134,328,574],"sub-facets":[135],"within":[136],"facet.":[139],"To":[140,299,485],"MFRM-based":[146,186],"model,":[149,628,634,637,641],"two":[150,288,306,311,350,496,515,528,617],"empirical":[151,312,516,583],"studies":[152,313,498,517],"investigate":[153],"how":[154,318,487],"explain":[157,321],"predict":[159,323],"overall":[161,325],"difficulties":[163,327,331],"Carbon":[166,335,533],"Cycle":[167,336,534],"data":[169,179,338,530,536],"Social":[173],"Evaluative":[174],"Reasoning":[175],"workplace":[178],"respectively.":[180],"results":[182,224,346],"suggest":[183,347,545],"enable":[190],"check":[192],"validate":[194],"underlying":[195],"hypotheses":[196],"applied":[197],"construction":[203],"well":[205,506],"develop":[208],"a":[209,213,480],"new":[210],"scientific":[214],"systematic":[216],"manner":[217],"rather":[218],"than":[219,559],"an":[220],"intuitive":[221],"manner.":[222],"serve":[225],"helpful":[227],"enhancing":[230],"quality":[231],"instrument":[236],"development.":[237],"second":[239,416],"3":[243],"investigates":[244],"based":[249,409],"on":[250,263,410],"adjacent-categories":[252],"logits":[253],"under":[254],"multivariate":[256],"generalized":[257],"linear":[258,631,638,642],"mixed":[259],"modeling":[260],"framework.":[261],"Building":[262],"original":[265],"ideas":[266],"MFRM":[269,294],"Partial":[273],"Credit":[274],"(LPCM;":[276],"Fischer":[277],"Ponocny,":[279],"1994),":[280],"family":[283],"extended":[286],"versions":[291],"LPCM":[297],"approaches.":[298],"differences":[303,614],"between":[304,615],"approaches,":[310],"examine":[317,486],"step":[330,605],"each":[332],"verbal":[342,539],"aggression":[343,540],"data.":[344,541],"methodologically":[356],"practically":[358],"different":[359,493],"terms":[361,565,598],"target":[364],"difficulty":[365],"parameters":[366,458],"items":[369],"which":[370],"explained":[372],"by":[373],"properties,":[375],"types":[377,388],"incorporated":[381],"matrix,":[385],"property":[391,580],"effects.":[392,581],"third":[394],"4":[398],"proposes":[399],"with":[405,425,470,553,646],"random":[406,442,454,472,554,594,649,652],"errors,":[408],"specified":[413],"paper.":[417],"As":[418],"error":[427,564,654],"(LLTM":[428],"+":[429],"\u03b5;":[430],"Mislevy,":[431],"1988;":[432],"Janssen,":[433],"Schepers,":[434],"Peres,":[436],"2004)":[437],"proposed":[440,468,489,525,548,588],"effects":[444,509],"take":[447],"uncertainty":[449],"explanation":[451],"and/or":[452],"nature":[455],"into":[459],"account":[460],"items.":[463],"For":[464],"estimation":[465,475,573],"crossed":[471],"effects,":[473,651],"available":[474],"methods":[476],"reviewed,":[478],"Bayesian":[481],"inference":[482],"is":[483],"adopted.":[484],"function":[491],"conditions,":[495],"simulation":[497,543],"evaluate":[499],"model":[500,511,645],"comparison":[501],"parameter":[503],"recovery":[504],"misspecification.":[512],"addition,":[514],"real":[529],"sets,":[531],"findings":[544,584],"errors":[556,596],"perform":[557],"better":[558],"without":[562,593],"making":[567],"accurate":[568],"statistical":[569],"inferences,":[570],"such":[571],"hypothesis":[575],"testing":[576],"indicate":[585],"outperform":[590],"goodness-of-fit":[601],"reconstructing":[603],"difficulties,":[606],"also":[608],"show":[609],"approaches.Keywords:":[621],"measurement,":[623],"property,":[625],"logistic":[632,643],"many-facet":[635],"partial":[639],"credit":[640],"error,":[648]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2018-12-22T00:00:00"}
