{"id":"https://openalex.org/W7225793337","doi":"https://doi.org/10.1111/inm.70380","title":"From Description and Reduction of Manifest Content to Latent Interpretation: Integration of Content and Thematic Analyses for Large Qualitative Survey Datasets","display_name":"From Description and Reduction of Manifest Content to Latent Interpretation: Integration of Content and Thematic Analyses for Large Qualitative Survey Datasets","publication_year":2026,"publication_date":"2026-11-11","ids":{"openalex":"https://openalex.org/W7225793337","doi":"https://doi.org/10.1111/inm.70380","pmid":"https://pubmed.ncbi.nlm.nih.gov/43012351"},"language":"en","primary_location":{"id":"doi:10.1111/inm.70380","doi":"https://doi.org/10.1111/inm.70380","is_oa":true,"landing_page_url":"https://doi.org/10.1111/inm.70380","pdf_url":null,"source":{"id":"https://openalex.org/S175683280","display_name":"International Journal of Mental Health Nursing","issn_l":"1445-8330","issn":["1445-8330","1447-0349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Mental Health Nursing","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1111/inm.70380","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078872561","display_name":"Kylie Rice","orcid":"https://orcid.org/0000-0002-7072-5619","observed_orcids":["https://orcid.org/0000-0002-7072-5619"]},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]},{"id":"https://openalex.org/I90745801","display_name":"University of New England","ror":"https://ror.org/04r659a56","country_code":"AU","type":"education","lineage":["https://openalex.org/I90745801"]}],"countries":["AU"],"is_corresponding":true,"raw_author_name":"Kylie Rice","raw_affiliation_strings":["Department of Psychological Sciences Swinburne University of Technology  Hawthorn Victoria Australia","School of Psychology University of New England  Armidale New South Wales Australia"],"raw_orcid":"https://orcid.org/0000-0002-7072-5619","affiliations":[{"raw_affiliation_string":"Department of Psychological Sciences Swinburne University of Technology  Hawthorn Victoria Australia","institution_ids":["https://openalex.org/I57093077"]},{"raw_affiliation_string":"School of Psychology University of New England  Armidale New South Wales Australia","institution_ids":["https://openalex.org/I90745801"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065190342","display_name":"Maja Nedeljkovic","orcid":"https://orcid.org/0000-0003-0963-0335","observed_orcids":["https://orcid.org/0000-0003-0963-0335"]},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Maja Nedeljkovic","raw_affiliation_strings":["Department of Psychological Sciences Swinburne University of Technology  Hawthorn Victoria Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychological Sciences Swinburne University of Technology  Hawthorn Victoria Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087602083","display_name":"Glen William Bates","orcid":"https://orcid.org/0000-0001-5435-1269","observed_orcids":["https://orcid.org/0000-0001-5435-1269"]},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Glen Bates","raw_affiliation_strings":["Department of Psychological Sciences Swinburne University of Technology  Hawthorn Victoria Australia"],"raw_orcid":"https://orcid.org/0000-0001-5435-1269","affiliations":[{"raw_affiliation_string":"Department of Psychological Sciences Swinburne University of Technology  Hawthorn Victoria Australia","institution_ids":["https://openalex.org/I57093077"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5078872561"],"corresponding_institution_ids":["https://openalex.org/I57093077","https://openalex.org/I90745801"],"apc_list":{"value":5050,"currency":"USD","value_usd":5050},"apc_paid":{"value":5050,"currency":"USD","value_usd":5050},"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"35","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12880","display_name":"Qualitative Research Methods and Applications","score":0.9663000106811523,"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"}},"topics":[{"id":"https://openalex.org/T12880","display_name":"Qualitative Research Methods and Applications","score":0.9663000106811523,"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/T13910","display_name":"Computational and Text Analysis Methods","score":0.01600000075995922,"subfield":{"id":"https://openalex.org/subfields/3300","display_name":"General Social Sciences"},"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/T11539","display_name":"Survey Methodology and Nonresponse","score":0.002899999963119626,"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":[],"concepts":[{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.7462000250816345},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.676800012588501},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.5767999887466431},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5508000254631042},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.5422999858856201},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5278000235557556},{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.4503999948501587},{"id":"https://openalex.org/C2778109090","wikidata":"https://www.wikidata.org/wiki/Q7781195","display_name":"Thematic structure","level":2,"score":0.4494999945163727},{"id":"https://openalex.org/C87156501","wikidata":"https://www.wikidata.org/wiki/Q7268708","display_name":"Qualitative property","level":2,"score":0.44940000772476196},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.4413999915122986},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.40380001068115234},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.3970000147819519},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.38029998540878296},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.3230000138282776},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.31859999895095825},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.3077999949455261},{"id":"https://openalex.org/C198477413","wikidata":"https://www.wikidata.org/wiki/Q7647069","display_name":"Survey data collection","level":2,"score":0.30640000104904175},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.30410000681877136},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.29409998655319214},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.28110000491142273},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2784000039100647},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.2766999900341034},{"id":"https://openalex.org/C14224292","wikidata":"https://www.wikidata.org/wiki/Q13600188","display_name":"Conceptual framework","level":2,"score":0.25369998812675476}],"mesh":[{"descriptor_ui":"D003625","descriptor_name":"Data Collection","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003627","descriptor_name":"Data Interpretation, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011795","descriptor_name":"Surveys and Questionnaires","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D036301","descriptor_name":"Qualitative Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1111/inm.70380","doi":"https://doi.org/10.1111/inm.70380","is_oa":true,"landing_page_url":"https://doi.org/10.1111/inm.70380","pdf_url":null,"source":{"id":"https://openalex.org/S175683280","display_name":"International Journal of Mental Health Nursing","issn_l":"1445-8330","issn":["1445-8330","1447-0349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Mental Health Nursing","raw_type":"journal-article"},{"id":"pmid:43012351","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/43012351","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,"listed_in":[],"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":"International journal of mental health nursing","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1111/inm.70380","doi":"https://doi.org/10.1111/inm.70380","is_oa":true,"landing_page_url":"https://doi.org/10.1111/inm.70380","pdf_url":null,"source":{"id":"https://openalex.org/S175683280","display_name":"International Journal of Mental Health Nursing","issn_l":"1445-8330","issn":["1445-8330","1447-0349"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","dongbi-c","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Mental Health Nursing","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W81685006","https://openalex.org/W1926114798","https://openalex.org/W1979290264","https://openalex.org/W2014537646","https://openalex.org/W2030465705","https://openalex.org/W2067404301","https://openalex.org/W2104667268","https://openalex.org/W2112403610","https://openalex.org/W2133674686","https://openalex.org/W2168058604","https://openalex.org/W2284386481","https://openalex.org/W2518605588","https://openalex.org/W2554938637","https://openalex.org/W2938892948","https://openalex.org/W2942275776","https://openalex.org/W2948961911","https://openalex.org/W2950504429","https://openalex.org/W2980370088","https://openalex.org/W3051124794","https://openalex.org/W4231082357","https://openalex.org/W4232818056","https://openalex.org/W4243636675","https://openalex.org/W4320081749","https://openalex.org/W4388503650","https://openalex.org/W4392842836","https://openalex.org/W4400736131","https://openalex.org/W4401477754","https://openalex.org/W4405918534","https://openalex.org/W4409471932","https://openalex.org/W4410266320","https://openalex.org/W4416401694","https://openalex.org/W6910602556"],"related_works":[],"abstract_inverted_index":{"Technological":[0],"changes":[1],"offer":[2],"immense":[3],"opportunity":[4],"for":[5,27,54,67,76,95,139,175,256,270],"qualitative":[6,15,23,30,52,77,132,162,240,248,261,273],"data":[7,197,241,258,275],"collection":[8],"in":[9,12,58,114,243,263],"health":[10],"research,":[11],"both":[13],"standalone":[14],"surveys":[16,37,245],"and":[17,64,73,80,104,142,154,166,180,190,208,214,232,235,266],"mixed-method":[18,244],"designs.":[19],"However,":[20,106],"not":[21],"all":[22,277],"analysis":[24,75,90,156,159,231,234],"is":[25,170,206,212],"suitable":[26],"the":[28,48,83,125,137,149],"large":[29,161,182],"datasets":[31],"that":[32],"can":[33,91,223],"be":[34,92,121,224,237],"obtained":[35],"from":[36,259],"with":[38,187,216,226,239],"numerous":[39,131,199,260],"open-ended":[40,97,109],"questions.":[41,134,200],"This":[42,164,220,250],"paper":[43,147],"aimed":[44],"to":[45,123,157,177,195],"(1)":[46],"consider":[47],"appropriateness":[49],"of":[50,71,99,127,152,160,184,203,229],"common":[51],"approaches":[53],"analysing":[55,257,272],"textual":[56,185],"responses":[57,186],"survey":[59,78,110,133,265,274],"data,":[60,79],"(2)":[61],"extend":[62],"conceptual":[63],"practical":[65,254],"considerations":[66],"a":[68,86,100,115,173,217,253,264],"novel":[69],"integration":[70,151,222,251],"content":[72,153,188,230],"thematic":[74,155,193,233],"(3)":[81],"demonstrate":[82],"application":[84],"through":[85],"worked":[87,218],"example.":[88,219],"Content":[89],"well":[93],"suited":[94],"individual":[96],"questions":[98,111,262],"survey,":[101,116],"identifying":[102],"codes":[103],"categories.":[105],"where":[107],"multiple":[108],"are":[112],"included":[113],"an":[117,191,209],"interpretative":[118,143,192],"process":[119,169,194],"may":[120,236,267],"needed":[122],"facilitate":[124,158],"identification":[126],"latent":[128],"themes":[129],"across":[130,198,276],"To":[135],"address":[136],"need":[138],"hybrid,":[140],"descriptive":[141],"methods,":[144],"this":[145],"perspective":[146],"extends":[148],"sequential":[150],"datasets.":[163],"iterative":[165],"recursive":[167],"analytic":[168,204],"presented":[171],"as":[172],"tool":[174],"researchers":[176,271],"sequentially":[178],"reduce":[179],"describe":[181],"volumes":[183],"analysis,":[189],"integrate":[196],"The":[201],"point":[202],"transition":[205],"described,":[207],"integrated":[210],"framework":[211,255],"illustrated":[213],"demonstrated":[215],"flexible":[221],"employed":[225],"any":[227],"variation":[228],"applied":[238],"generated":[242],"or":[246],"purely":[247],"surveys.":[249],"provides":[252],"have":[268],"utility":[269],"disciplines.":[278]},"counts_by_year":[],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2026-11-12T00:00:00"}