{"id":"https://openalex.org/W2276339159","doi":"https://doi.org/10.7282/t3g1612c","title":"Healthcare decisions","display_name":"Healthcare decisions","publication_year":2009,"publication_date":"2009-01-01","ids":{"openalex":"https://openalex.org/W2276339159","doi":"https://doi.org/10.7282/t3g1612c","mag":"2276339159"},"language":"en","primary_location":{"id":"pmh:oai:example.org:rutgers-lib:25908","doi":null,"is_oa":false,"landing_page_url":"http://hdl.rutgers.edu/1782.2/rucore10001600001.ETD.000051402","pdf_url":null,"source":{"id":"https://openalex.org/S4306401388","display_name":"Rutgers University Community Repository (Rutgers University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I102322142","host_organization_name":"Rutgers, The State University of New Jersey","host_organization_lineage":["https://openalex.org/I102322142"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"theses"},"volume":null,"type":"dissertation","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.7282/t3g1612c","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029035012","display_name":"Chan Shen","orcid":"https://orcid.org/0000-0001-5680-3134","observed_orcids":["https://orcid.org/0000-0001-5680-3134"]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Shen, Chan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5029035012"],"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/T10845","display_name":"Advanced Causal Inference Techniques","score":0.4255000054836273,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.4255000054836273,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10391","display_name":"Healthcare Policy and Management","score":0.23929999768733978,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10136","display_name":"Statistical Methods and Inference","score":0.1469999998807907,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/semiparametric-estimation","display_name":"semiparametric estimation","score":0.9139999747276306},{"id":"https://openalex.org/keywords/bias-mitigation","display_name":"bias mitigation","score":0.8809999823570251},{"id":"https://openalex.org/keywords/finite-sample-properties","display_name":"finite sample properties","score":0.42100000381469727},{"id":"https://openalex.org/keywords/adaptive-tests","display_name":"adaptive tests","score":0.492000013589859},{"id":"https://openalex.org/keywords/health-care-utilization","display_name":"health care utilization","score":0.6349999904632568},{"id":"https://openalex.org/keywords/health-insurance","display_name":"health insurance","score":0.8539999723434448},{"id":"https://openalex.org/keywords/health-care-expenditure","display_name":"health care expenditure","score":0.8859999775886536},{"id":"https://openalex.org/keywords/endogeneity","display_name":"endogeneity","score":0.6909999847412109},{"id":"https://openalex.org/keywords/selection-problem","display_name":"selection problem","score":0.734000027179718},{"id":"https://openalex.org/keywords/simultaneous-equations-model","display_name":"simultaneous equations model","score":0.7540000081062317},{"id":"https://openalex.org/keywords/medical-expenditure-panel-survey","display_name":"Medical Expenditure Panel Survey","score":0.8389999866485596}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5819755792617798},{"id":"https://openalex.org/C19539793","wikidata":"https://www.wikidata.org/wiki/Q7449609","display_name":"Semiparametric regression","level":3,"score":0.4334968328475952},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3845769166946411},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.3606119751930237},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.29314813017845154},{"id":"https://openalex.org/C102366305","wikidata":"https://www.wikidata.org/wiki/Q1097688","display_name":"Nonparametric statistics","level":2,"score":0.15575554966926575},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"pmh:oai:example.org:rutgers-lib:25908","doi":null,"is_oa":false,"landing_page_url":"http://hdl.rutgers.edu/1782.2/rucore10001600001.ETD.000051402","pdf_url":null,"source":{"id":"https://openalex.org/S4306401388","display_name":"Rutgers University Community Repository (Rutgers University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I102322142","host_organization_name":"Rutgers, The State University of New Jersey","host_organization_lineage":["https://openalex.org/I102322142"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"theses"},{"id":"mag:2276339159","doi":null,"is_oa":false,"landing_page_url":"https://rucore.libraries.rutgers.edu/rutgers-lib/25908/","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},{"id":"doi:10.7282/t3g1612c","doi":"https://doi.org/10.7282/t3g1612c","is_oa":true,"landing_page_url":"https://doi.org/10.7282/t3g1612c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401388","display_name":"Rutgers University Community Repository (Rutgers University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I102322142","host_organization_name":"Rutgers, The State University of New Jersey","host_organization_lineage":["https://openalex.org/I102322142"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.7282/t3g1612c","doi":"https://doi.org/10.7282/t3g1612c","is_oa":true,"landing_page_url":"https://doi.org/10.7282/t3g1612c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401388","display_name":"Rutgers University Community Repository (Rutgers University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I102322142","host_organization_name":"Rutgers, The State University of New Jersey","host_organization_lineage":["https://openalex.org/I102322142"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article-journal"},"sustainable_development_goals":[],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2029083621","https://openalex.org/W7100172197","https://openalex.org/W2167655669","https://openalex.org/W2740487846","https://openalex.org/W2270042044","https://openalex.org/W2090382595","https://openalex.org/W3123059731","https://openalex.org/W2921922364","https://openalex.org/W2277283147","https://openalex.org/W7095791472"],"abstract_inverted_index":{"Currently,":[0],"there":[1,205,219],"appears":[2],"to":[3,58,151,227,314,325],"be":[4],"a":[5,11,48,79,105,113,126,146,199,221,249,268,342],"tradeoff":[6,26,55],"between":[7],"the":[8,30,33,61,87,90,122,132,152,155,163,168,171,203,225,231,234,273,289,302,320,327,334,352],"performance":[9,169],"of":[10,29,32,89,107,125,170,236,251,304,329,340],"semiparametric":[12,269,280,335],"estimator":[13,62,91],"in":[14,41,65,100,141,174,284,344,351],"finite":[15,66,142,175],"and":[16,115,138,185,191,217,230,257,279],"large":[17,71,118],"samples.":[18],"In":[19,83,244],"Chapter":[20,101,245],"1,":[21],"we":[22,46,103,144,247,266],"argue":[23],"that":[24,37,52,60,131,162,299,319],"this":[25,54,95,108],"occurs":[27,216],"because":[28],"nature":[31],"bias":[34,49],"reduction":[35],"methods":[36],"are":[38,75,206,211,238,282],"often":[39],"employed":[40,283],"implementing":[42],"these":[43,85],"estimators.":[44],"Accordingly,":[45],"develop":[47,104],"control":[50],"mechanism":[51],"eliminates":[53],"so":[56],"as":[57],"ensure":[59,130],"performs":[63],"well":[64],"samples":[67],"while":[68,333],"retaining":[69],"desirable":[70],"sample":[72,119],"properties.Semiparametric":[73],"models":[74],"commonly":[76],"estimated":[77],"under":[78,121,154],"single":[80,127],"index":[81],"assumption.":[82,109],"estimating":[84],"models,":[86],"consistency":[88],"critically":[92],"depends":[93],"on":[94,188,272],"assumption":[96],"being":[97],"correct.":[98],"Therefore,":[99],"2,":[102],"test":[106,114,133,147,172],"We":[110,297,316],"formulate":[111,145],"such":[112],"derive":[116],"its":[117],"distribution":[120],"null":[123],"hypothesis":[124],"index.":[128],"To":[129,259],"statistic":[134,173],"has":[135],"good":[136],"size":[137],"power":[139],"properties":[140],"samples,":[143],"whose":[148],"form":[149],"adapts":[150],"model":[153],"alternative":[156],"hypothesis.":[157],"Monte":[158],"Carlo":[159],"results":[160],"confirm":[161],"adaptive":[164],"feature":[165],"significantly":[166],"improves":[167],"samples.Studying":[176],"healthcare":[177,229,306],"decisions":[178],"poses":[179],"many":[180],"empirical":[181,286],"challenges.":[182],"Healthcare":[183],"utilization":[184,215],"expenditures":[186,330],"depend":[187],"health":[189,193],"insurance":[190,197,300,324],"other":[192],"related":[194],"variables.":[195],"As":[196],"is":[198,220],"choice":[200],"variable":[201],"for":[202],"individual,":[204],"potential":[207],"endogeneity":[208],"issues.":[209],"Expenditures":[210],"only":[212],"observed":[213],"when":[214],"hence":[218],"selection":[222],"problem.":[223],"Furthermore,":[224],"decision":[226,232,242],"utilize":[228],"about":[233,308,312],"level":[235,328],"treatment":[237],"determined":[239],"by":[240,307,331],"different":[241],"makers.":[243],"3,":[246],"study":[248,287,350],"system":[250],"three":[252],"simultaneous":[253],"equations:":[254],"insurance,":[255],"utilization,":[256],"expenditures.":[258],"avoid":[260],"making":[261],"traditional":[262],"parametric":[263,278,321],"distributional":[264],"assumptions,":[265],"propose":[267],"approach":[270,322],"based":[271],"previous":[274],"two":[275],"chapters.":[276],"Both":[277],"approaches":[281],"an":[285,338,347],"using":[288],"Medical":[290],"Expenditure":[291],"Panel":[292],"Survey":[293],"(MEPS)":[294],"2005":[295],"data.":[296],"find":[298,318],"increases":[301],"likelihood":[303],"seeking":[305],"15%":[309],"points":[310],"(from":[311],"80%":[313],"95%).":[315],"also":[317],"predicts":[323,337],"increase":[326,339],"125%;":[332],"method":[336],"51%,":[341],"number":[343],"accord":[345],"with":[346],"important":[348],"experimental":[349],"literature.":[353]},"counts_by_year":[],"updated_date":"2025-11-06T06:51:31.235846","created_date":"2016-06-24T00:00:00"}