{"id":"https://openalex.org/W4287308135","doi":"https://doi.org/10.1080/03610918.2022.2102181","title":"Analysis of combined probability and nonprobability samples: a simulation evaluation and application to a teen smoking behavior survey","display_name":"Analysis of combined probability and nonprobability samples: a simulation evaluation and application to a teen smoking behavior survey","publication_year":2022,"publication_date":"2022-07-25","ids":{"openalex":"https://openalex.org/W4287308135","doi":"https://doi.org/10.1080/03610918.2022.2102181","pmid":"https://pubmed.ncbi.nlm.nih.gov/39184174"},"language":"en","primary_location":{"id":"doi:10.1080/03610918.2022.2102181","is_oa":false,"landing_page_url":"https://doi.org/10.1080/03610918.2022.2102181","pdf_url":null,"source":{"id":"https://openalex.org/S153329750","display_name":"Communications in Statistics - Simulation and Computation","issn_l":"0361-0918","issn":["0361-0918","1532-4141"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Statistics - Simulation and Computation","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11343077","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5030980019","display_name":"Wenna Xi","orcid":"https://orcid.org/0000-0002-5427-5689"},"institutions":[{"id":"https://openalex.org/I205783295","display_name":"Cornell University","ror":"https://ror.org/05bnh6r87","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295"]},{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Wenna Xi","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA"],"raw_orcid":"https://orcid.org/0000-0002-5427-5689","affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, USA","institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091084441","display_name":"Alice Hinton","orcid":"https://orcid.org/0000-0003-4505-4021"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alice Hinton","raw_affiliation_strings":["College of Public Health, The Ohio State University, Columbus, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Public Health, The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044220823","display_name":"Bo L\u00fc","orcid":"https://orcid.org/0000-0002-3807-7869"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bo Lu","raw_affiliation_strings":["College of Public Health, The Ohio State University, Columbus, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-3807-7869","affiliations":[{"raw_affiliation_string":"College of Public Health, The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063135503","display_name":"Karol Krotki","orcid":null},"institutions":[{"id":"https://openalex.org/I180297670","display_name":"RTI International","ror":"https://ror.org/052tfza37","country_code":"US","type":"funder","lineage":["https://openalex.org/I180297670"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Karol Krotki","raw_affiliation_strings":["RTI International, Rockville, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RTI International, Rockville, MD, USA","institution_ids":["https://openalex.org/I180297670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009771049","display_name":"Brittney Keller\u2010Hamilton","orcid":"https://orcid.org/0000-0002-8574-7263"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Brittney Keller-Hamilton","raw_affiliation_strings":["College of Public Health, The Ohio State University, Columbus, OH, USA"],"raw_orcid":"https://orcid.org/0000-0002-8574-7263","affiliations":[{"raw_affiliation_string":"College of Public Health, The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040238670","display_name":"Amy K. Ferketich","orcid":"https://orcid.org/0000-0001-8390-8679"},"institutions":[{"id":"https://openalex.org/I52357470","display_name":"The Ohio State University","ror":"https://ror.org/00rs6vg23","country_code":"US","type":"education","lineage":["https://openalex.org/I52357470"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amy Ferketich","raw_affiliation_strings":["College of Public Health, The Ohio State University, Columbus, OH, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Public Health, The Ohio State University, Columbus, OH, USA","institution_ids":["https://openalex.org/I52357470"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078296021","display_name":"Amang Sukasih","orcid":"https://orcid.org/0000-0002-3272-9395"},"institutions":[{"id":"https://openalex.org/I180297670","display_name":"RTI International","ror":"https://ror.org/052tfza37","country_code":"US","type":"funder","lineage":["https://openalex.org/I180297670"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Amang Sukasih","raw_affiliation_strings":["RTI International, Rockville, MD, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"RTI International, Rockville, MD, USA","institution_ids":["https://openalex.org/I180297670"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5030980019"],"corresponding_institution_ids":["https://openalex.org/I205783295","https://openalex.org/I4387153466"],"apc_list":null,"apc_paid":null,"fwci":0.2328,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.55389883,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"53","issue":"7","first_page":"3285","last_page":"3301"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9984999895095825,"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":0.9984999895095825,"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/T10841","display_name":"Economic and Environmental Valuation","score":0.9955000281333923,"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/T11539","display_name":"Survey Methodology and Nonresponse","score":0.9937000274658203,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"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/statistics","display_name":"Statistics","score":0.7558687925338745},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6866477131843567},{"id":"https://openalex.org/keywords/nonprobability-sampling","display_name":"Nonprobability sampling","score":0.6545148491859436},{"id":"https://openalex.org/keywords/normalization","display_name":"Normalization (sociology)","score":0.5744500160217285},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.554273247718811},{"id":"https://openalex.org/keywords/sample","display_name":"Sample (material)","score":0.4674084484577179},{"id":"https://openalex.org/keywords/sample-size-determination","display_name":"Sample size determination","score":0.4604305624961853},{"id":"https://openalex.org/keywords/sampling","display_name":"Sampling (signal processing)","score":0.45671242475509644},{"id":"https://openalex.org/keywords/probability-sampling","display_name":"Probability sampling","score":0.45630234479904175},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.44740182161331177},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.41754281520843506},{"id":"https://openalex.org/keywords/sampling-bias","display_name":"Sampling bias","score":0.4136846363544464},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3037140667438507},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21501478552818298},{"id":"https://openalex.org/keywords/environmental-health","display_name":"Environmental health","score":0.14753010869026184}],"concepts":[{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.7558687925338745},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6866477131843567},{"id":"https://openalex.org/C100363876","wikidata":"https://www.wikidata.org/wiki/Q690661","display_name":"Nonprobability sampling","level":3,"score":0.6545148491859436},{"id":"https://openalex.org/C136886441","wikidata":"https://www.wikidata.org/wiki/Q926129","display_name":"Normalization (sociology)","level":2,"score":0.5744500160217285},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.554273247718811},{"id":"https://openalex.org/C198531522","wikidata":"https://www.wikidata.org/wiki/Q485146","display_name":"Sample (material)","level":2,"score":0.4674084484577179},{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.4604305624961853},{"id":"https://openalex.org/C140779682","wikidata":"https://www.wikidata.org/wiki/Q210868","display_name":"Sampling (signal processing)","level":3,"score":0.45671242475509644},{"id":"https://openalex.org/C2993010571","wikidata":"https://www.wikidata.org/wiki/Q49908","display_name":"Probability sampling","level":3,"score":0.45630234479904175},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.44740182161331177},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.41754281520843506},{"id":"https://openalex.org/C75917345","wikidata":"https://www.wikidata.org/wiki/Q2725298","display_name":"Sampling bias","level":3,"score":0.4136846363544464},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3037140667438507},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21501478552818298},{"id":"https://openalex.org/C99454951","wikidata":"https://www.wikidata.org/wiki/Q932068","display_name":"Environmental health","level":1,"score":0.14753010869026184},{"id":"https://openalex.org/C19165224","wikidata":"https://www.wikidata.org/wiki/Q23404","display_name":"Anthropology","level":1,"score":0.0},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.0},{"id":"https://openalex.org/C106131492","wikidata":"https://www.wikidata.org/wiki/Q3072260","display_name":"Filter (signal processing)","level":2,"score":0.0},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1080/03610918.2022.2102181","is_oa":false,"landing_page_url":"https://doi.org/10.1080/03610918.2022.2102181","pdf_url":null,"source":{"id":"https://openalex.org/S153329750","display_name":"Communications in Statistics - Simulation and Computation","issn_l":"0361-0918","issn":["0361-0918","1532-4141"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547"],"host_organization_lineage_names":["Taylor & Francis"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in Statistics - Simulation and Computation","raw_type":"journal-article"},{"id":"pmid:39184174","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39184174","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Communications in statistics: Simulation and computation","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:11343077","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11343077","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Commun Stat Simul Comput","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:11343077","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11343077","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Commun Stat Simul Comput","raw_type":"Text"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.8600000143051147,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G2078672378","display_name":null,"funder_award_id":"P50 CA180908","funder_id":"https://openalex.org/F4320337351","funder_display_name":"National Cancer Institute"}],"funders":[{"id":"https://openalex.org/F4320337351","display_name":"National Cancer Institute","ror":"https://ror.org/040gcmg81"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W1514577461","https://openalex.org/W1747324850","https://openalex.org/W1998643818","https://openalex.org/W2036193982","https://openalex.org/W2062541081","https://openalex.org/W2078117364","https://openalex.org/W2098135530","https://openalex.org/W2102076591","https://openalex.org/W2116971494","https://openalex.org/W2129786731","https://openalex.org/W2161470413","https://openalex.org/W2164308482","https://openalex.org/W2476092673","https://openalex.org/W2476316691","https://openalex.org/W2609718102","https://openalex.org/W2612145410","https://openalex.org/W2789593365","https://openalex.org/W2790740953","https://openalex.org/W2804008008","https://openalex.org/W2936647760","https://openalex.org/W3000214403","https://openalex.org/W3107678742","https://openalex.org/W4243724954","https://openalex.org/W6845883598"],"related_works":["https://openalex.org/W2180954594","https://openalex.org/W2052835778","https://openalex.org/W2115656200","https://openalex.org/W2970859251","https://openalex.org/W2554924830","https://openalex.org/W2443864949","https://openalex.org/W3083491872","https://openalex.org/W4256492918","https://openalex.org/W2217591236","https://openalex.org/W2492368838"],"abstract_inverted_index":{"In":[0],"scientific":[1],"studies":[2],"with":[3,194],"low-prevalence":[4],"outcomes,":[5],"probability":[6,33,53,73,102,144,180],"sampling":[7,13],"may":[8],"be":[9],"supplemented":[10],"by":[11,115],"nonprobability":[12,35,75],"to":[14,25,46,171,190],"boost":[15],"the":[16,26,44,92,100,116,126,137,142,152,172,175,179,184],"sample":[17,145,158,181],"size":[18],"of":[19,128,149,187],"desired":[20],"subpopulation":[21],"while":[22],"remaining":[23],"representative":[24],"entire":[27],"study":[28],"population.":[29],"To":[30,135],"utilize":[31],"both":[32],"and":[34,56,74,81,99,146,182],"samples":[36,76],"appropriately,":[37],"several":[38],"methods":[39],"have":[40],"been":[41],"proposed":[42,165],"in":[43,133,141,151],"literature":[45],"generate":[47],"pseudo-weights,":[48],"including":[49],"ad-hoc":[50],"weights,":[51,55],"inclusion":[52,101],"adjusted":[54,59,103],"propensity":[57],"score":[58],"weights.":[60],"We":[61],"empirically":[62],"compare":[63],"various":[64],"weighting":[65],"strategies":[66],"via":[67],"an":[68],"extensive":[69],"simulation":[70,88],"study,":[71],"where":[72],"are":[77,84],"combined.":[78],"Weight":[79],"normalization":[80],"raking":[82],"adjustment":[83],"also":[85],"considered.":[86],"Our":[87,164],"results":[89],"suggest":[90],"that":[91],"unity":[93],"weight":[94,97,104],"method":[95,105,166],"(with":[96],"normalization)":[98],"yield":[106],"very":[107,169],"good":[108],"overall":[109],"performance.":[110],"This":[111],"work":[112],"is":[113],"motivated":[114],"Buckeye":[117],"Teen":[118],"Health":[119],"Study,":[120],"which":[121],"examines":[122],"risk":[123],"factors":[124],"for":[125],"initiation":[127],"smoking":[129],"among":[130],"teenage":[131],"males":[132],"Ohio.":[134],"address":[136],"low":[138,147],"response":[139],"rate":[140],"initial":[143],"prevalence":[148],"smokers":[150],"target":[153],"population,":[154],"a":[155,162],"small":[156],"convenience":[157],"was":[159],"collected":[160],"as":[161],"supplement.":[163],"yields":[167],"estimates":[168],"close":[170],"ones":[173],"from":[174],"analysis":[176],"using":[177],"only":[178],"enjoys":[183],"additional":[185],"benefit":[186],"being":[188],"able":[189],"track":[191],"more":[192],"teens":[193],"risky":[195],"behaviors":[196],"through":[197],"follow-ups.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}