{"id":"https://openalex.org/W2148448223","doi":null,"title":"Modeling Heterogeneity in Indirect Effects: Multilevel Structural Equation Modeling Strategies","display_name":"Modeling Heterogeneity in Indirect Effects: Multilevel Structural Equation Modeling Strategies","publication_year":2011,"publication_date":"2011-12-31","ids":{"openalex":"https://openalex.org/W2148448223","mag":"2148448223"},"language":"en","primary_location":{"id":"pmh:oai:kuscholarworks.ku.edu:1808/9787","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/1808/9787","pdf_url":null,"source":{"id":"https://openalex.org/S4377196285","display_name":"KU ScholarWorks (University of Kansas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I146416000","host_organization_name":"University of Kansas","host_organization_lineage":["https://openalex.org/I146416000"],"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":"Dissertation"},"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/A5110033838","display_name":"Emily Fall","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Emily Fall","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":["https://openalex.org/A5110033838"],"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/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.6708999872207642,"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/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.6708999872207642,"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/T10845","display_name":"Advanced Causal Inference Techniques","score":0.11990000307559967,"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/T10467","display_name":"Psychometric Methodologies and Testing","score":0.07199999690055847,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/indirect-effects","display_name":"indirect effects","score":0.7490000128746033},{"id":"https://openalex.org/keywords/mediation","display_name":"mediation","score":0.5410000085830688},{"id":"https://openalex.org/keywords/nested-data","display_name":"nested data","score":0.6240000128746033},{"id":"https://openalex.org/keywords/heterogeneity","display_name":"heterogeneity","score":0.6539999842643738},{"id":"https://openalex.org/keywords/multilevel-structural-equation-modeling","display_name":"multilevel structural equation modeling","score":0.9520000219345093},{"id":"https://openalex.org/keywords/statistical-power","display_name":"statistical power","score":0.953000009059906},{"id":"https://openalex.org/keywords/cross-lagged-panel-model","display_name":"cross-lagged panel model","score":0.9110000133514404},{"id":"https://openalex.org/keywords/model-fit","display_name":"model fit","score":0.5709999799728394}],"concepts":[{"id":"https://openalex.org/C71104824","wikidata":"https://www.wikidata.org/wiki/Q1476639","display_name":"Structural equation modeling","level":2,"score":0.815691351890564},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.7083901166915894},{"id":"https://openalex.org/C179420905","wikidata":"https://www.wikidata.org/wiki/Q223871","display_name":"Mediation","level":2,"score":0.6271284818649292},{"id":"https://openalex.org/C53059260","wikidata":"https://www.wikidata.org/wiki/Q374758","display_name":"Multilevel model","level":2,"score":0.4791550040245056},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.4437967538833618},{"id":"https://openalex.org/C168743327","wikidata":"https://www.wikidata.org/wiki/Q1826427","display_name":"Random effects model","level":3,"score":0.4330001771450043},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.41937416791915894},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36733412742614746},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.35194268822669983},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1560753881931305},{"id":"https://openalex.org/C95190672","wikidata":"https://www.wikidata.org/wiki/Q815382","display_name":"Meta-analysis","level":2,"score":0.1420552134513855},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:kuscholarworks.ku.edu:1808/9787","doi":null,"is_oa":false,"landing_page_url":"https://hdl.handle.net/1808/9787","pdf_url":null,"source":{"id":"https://openalex.org/S4377196285","display_name":"KU ScholarWorks (University of Kansas)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I146416000","host_organization_name":"University of Kansas","host_organization_lineage":["https://openalex.org/I146416000"],"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":"Dissertation"},{"id":"mag:2148448223","doi":null,"is_oa":false,"landing_page_url":"https://kuscholarworks.ku.edu/bitstream/1808/9787/1/Fall_ku_0099D_11774_DATA_1.pdf","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":47,"referenced_works":["https://openalex.org/W179572412","https://openalex.org/W1571998446","https://openalex.org/W1580778739","https://openalex.org/W1730015549","https://openalex.org/W1874679650","https://openalex.org/W1963721335","https://openalex.org/W1966986302","https://openalex.org/W1971383683","https://openalex.org/W1971440513","https://openalex.org/W1976876708","https://openalex.org/W1978053532","https://openalex.org/W1981488071","https://openalex.org/W1992036396","https://openalex.org/W1994837612","https://openalex.org/W1999352976","https://openalex.org/W2020928288","https://openalex.org/W2022283554","https://openalex.org/W2027386447","https://openalex.org/W2031595395","https://openalex.org/W2043318104","https://openalex.org/W2048878602","https://openalex.org/W2050141335","https://openalex.org/W2050434587","https://openalex.org/W2051951888","https://openalex.org/W2061980801","https://openalex.org/W2068719957","https://openalex.org/W2074932610","https://openalex.org/W2078171930","https://openalex.org/W2078803030","https://openalex.org/W2092709870","https://openalex.org/W2093754907","https://openalex.org/W2101714603","https://openalex.org/W2111297405","https://openalex.org/W2112146495","https://openalex.org/W2112284812","https://openalex.org/W2113168655","https://openalex.org/W2116952601","https://openalex.org/W2124596021","https://openalex.org/W2127984524","https://openalex.org/W2132605910","https://openalex.org/W2153739619","https://openalex.org/W2154137324","https://openalex.org/W2155943705","https://openalex.org/W2161737107","https://openalex.org/W2163988453","https://openalex.org/W2410855737","https://openalex.org/W2603674542"],"related_works":["https://openalex.org/W2124596021","https://openalex.org/W4230725852","https://openalex.org/W2802165855","https://openalex.org/W3144868062","https://openalex.org/W2908581282","https://openalex.org/W2116952601","https://openalex.org/W2038572741","https://openalex.org/W2111297405","https://openalex.org/W2183366682","https://openalex.org/W4220945822"],"abstract_inverted_index":{"The":[0],"heterogeneity":[1,126],"implicit":[2],"in":[3,68],"much":[4],"of":[5,51,76,121,133],"social":[6],"science":[7],"research":[8],"can":[9,31,54],"be":[10],"accommodated":[11],"by":[12],"using":[13],"complex":[14],"modeling":[15,93],"procedures":[16],"such":[17],"as":[18,80,82],"SEM":[19],"or":[20],"MLM.":[21],"Ignoring":[22],"heterogeneity,":[23],"particularly":[24],"with":[25],"regard":[26],"to":[27,40,73,85,111],"nested":[28],"data":[29,95],"structures,":[30],"have":[32,55],"serious":[33],"consequences":[34,50,115],"for":[35,104,116],"model":[36,103,110,138],"estimation":[37,118],"and":[38,66,119,137],"lead":[39,72],"incorrect":[41],"conclusions":[42],"about":[43],"tested":[44],"hypotheses.":[45],"In":[46],"mediation":[47],"models,":[48],"the":[49,60,69,77,87,112,114,117,122],"ignoring":[52],"nesting":[53],"a":[56,100,108],"substantial":[57],"impact":[58],"on":[59,99],"indirect":[61,78,123],"effect.":[62,88],"Inflated":[63],"standard":[64],"errors":[65],"bias":[67],"parameter":[70],"estimates":[71,75],"inaccurate":[74],"effect,":[79],"well":[81],"reduced":[83],"power":[84],"detect":[86],"Using":[89],"multilevel":[90],"structural":[91],"equation":[92],"(MSEM),":[94],"were":[96],"generated":[97],"based":[98],"cross-lagged":[101],"panel":[102],"mediation.":[105],"By":[106],"fitting":[107],"single-level":[109],"data,":[113],"detection":[120],"effect":[124],"when":[125],"is":[127,129],"ignored":[128],"examined":[130],"through":[131],"measures":[132],"relative":[134],"bias,":[135],"power,":[136],"fit.":[139]},"counts_by_year":[],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2016-06-24T00:00:00"}
