{"id":"https://openalex.org/W4225851417","doi":"https://doi.org/10.1145/3512946","title":"Involving Crowdworkers with Lived Experience in Content-Development for Push-Based Digital Mental Health Tools: Lessons Learned from Crowdsourcing Mental Health Messages","display_name":"Involving Crowdworkers with Lived Experience in Content-Development for Push-Based Digital Mental Health Tools: Lessons Learned from Crowdsourcing Mental Health Messages","publication_year":2022,"publication_date":"2022-03-30","ids":{"openalex":"https://openalex.org/W4225851417","doi":"https://doi.org/10.1145/3512946","pmid":"https://pubmed.ncbi.nlm.nih.gov/35529806"},"language":"en","primary_location":{"id":"doi:10.1145/3512946","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3512946","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","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/9075816","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060905224","display_name":"Rachel Kornfield","orcid":"https://orcid.org/0000-0001-8542-6913"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rachel Kornfield","raw_affiliation_strings":["Northwestern University, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051245888","display_name":"David C. Mohr","orcid":"https://orcid.org/0000-0002-5443-7596"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"David C. Mohr","raw_affiliation_strings":["Northwestern University, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077843973","display_name":"Rachel M. Ranney","orcid":"https://orcid.org/0000-0001-5446-3690"},"institutions":[{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rachel Ranney","raw_affiliation_strings":["University of California, San Francisco, San Francisco, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, San Francisco, San Francisco, CA, USA","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029874218","display_name":"Emily G. Lattie","orcid":"https://orcid.org/0000-0002-3069-5996"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Emily G. Lattie","raw_affiliation_strings":["Northwestern University, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031008982","display_name":"Jonah Meyerhoff","orcid":"https://orcid.org/0000-0001-5149-7959"},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonah Meyerhoff","raw_affiliation_strings":["Northwestern University, Chicago, IL, USA"],"affiliations":[{"raw_affiliation_string":"Northwestern University, Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069476228","display_name":"Joseph Jay Williams","orcid":"https://orcid.org/0000-0002-9122-5242"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Joseph J. Williams","raw_affiliation_strings":["University of Toronto, Toronto, ON, Canada"],"affiliations":[{"raw_affiliation_string":"University of Toronto, Toronto, ON, Canada","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5035015117","display_name":"Madhu Reddy","orcid":"https://orcid.org/0000-0002-6330-3637"},"institutions":[{"id":"https://openalex.org/I204250578","display_name":"University of California, Irvine","ror":"https://ror.org/04gyf1771","country_code":"US","type":"education","lineage":["https://openalex.org/I204250578"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Madhu Reddy","raw_affiliation_strings":["University of California, Irvine, Irvine, CA, USA"],"affiliations":[{"raw_affiliation_string":"University of California, Irvine, Irvine, CA, USA","institution_ids":["https://openalex.org/I204250578"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5060905224"],"corresponding_institution_ids":["https://openalex.org/I111979921"],"apc_list":null,"apc_paid":null,"fwci":2.2759,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.87763514,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"6","issue":"CSCW1","first_page":"1","last_page":"30"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10803","display_name":"Innovative Human-Technology Interaction","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10355","display_name":"Impact of Technology on Adolescents","score":0.991599977016449,"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/crowdsourcing","display_name":"Crowdsourcing","score":0.8920344710350037},{"id":"https://openalex.org/keywords/personalization","display_name":"Personalization","score":0.7825581431388855},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.7235416769981384},{"id":"https://openalex.org/keywords/digital-content","display_name":"Digital content","score":0.5388685464859009},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5317261219024658},{"id":"https://openalex.org/keywords/content","display_name":"Content (measure theory)","score":0.4728175401687622},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4614291191101074},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.440807044506073},{"id":"https://openalex.org/keywords/content-analysis","display_name":"Content analysis","score":0.4215394854545593},{"id":"https://openalex.org/keywords/internet-privacy","display_name":"Internet privacy","score":0.353790283203125},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.3497472405433655},{"id":"https://openalex.org/keywords/knowledge-management","display_name":"Knowledge management","score":0.33713191747665405},{"id":"https://openalex.org/keywords/sociology","display_name":"Sociology","score":0.10592731833457947},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.07904624938964844}],"concepts":[{"id":"https://openalex.org/C62230096","wikidata":"https://www.wikidata.org/wiki/Q275969","display_name":"Crowdsourcing","level":2,"score":0.8920344710350037},{"id":"https://openalex.org/C183003079","wikidata":"https://www.wikidata.org/wiki/Q1000371","display_name":"Personalization","level":2,"score":0.7825581431388855},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.7235416769981384},{"id":"https://openalex.org/C2779344036","wikidata":"https://www.wikidata.org/wiki/Q11320476","display_name":"Digital content","level":2,"score":0.5388685464859009},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5317261219024658},{"id":"https://openalex.org/C2778152352","wikidata":"https://www.wikidata.org/wiki/Q5165061","display_name":"Content (measure theory)","level":2,"score":0.4728175401687622},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4614291191101074},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.440807044506073},{"id":"https://openalex.org/C162446236","wikidata":"https://www.wikidata.org/wiki/Q653137","display_name":"Content analysis","level":2,"score":0.4215394854545593},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.353790283203125},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3497472405433655},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.33713191747665405},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.10592731833457947},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.07904624938964844},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1145/3512946","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3512946","pdf_url":null,"source":{"id":"https://openalex.org/S4210183893","display_name":"Proceedings of the ACM on Human-Computer Interaction","issn_l":"2573-0142","issn":["2573-0142"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM on Human-Computer Interaction","raw_type":"journal-article"},{"id":"pmid:35529806","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35529806","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":"Proceedings of the ACM on human-computer interaction","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:9075816","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9075816","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc ACM Hum Comput Interact","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:9075816","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/9075816","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc ACM Hum Comput Interact","raw_type":"Text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1281569876","display_name":null,"funder_award_id":"R34MH124960, K01MH125172, P50MH119029","funder_id":"https://openalex.org/F4320337346","funder_display_name":"National Institute of Mental Health"}],"funders":[{"id":"https://openalex.org/F4320337346","display_name":"National Institute of Mental Health","ror":"https://ror.org/04xeg9z08"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":116,"referenced_works":["https://openalex.org/W121853524","https://openalex.org/W1523943095","https://openalex.org/W1541039517","https://openalex.org/W1560214233","https://openalex.org/W1563802265","https://openalex.org/W1761630259","https://openalex.org/W1948199226","https://openalex.org/W1963632709","https://openalex.org/W1968411039","https://openalex.org/W1982289848","https://openalex.org/W1984982268","https://openalex.org/W1986070354","https://openalex.org/W1989452694","https://openalex.org/W2002990846","https://openalex.org/W2016185975","https://openalex.org/W2019528246","https://openalex.org/W2020292934","https://openalex.org/W2021029546","https://openalex.org/W2021247507","https://openalex.org/W2024808898","https://openalex.org/W2026629696","https://openalex.org/W2031586023","https://openalex.org/W2032277248","https://openalex.org/W2033227322","https://openalex.org/W2041779257","https://openalex.org/W2042824179","https://openalex.org/W2043705607","https://openalex.org/W2058917011","https://openalex.org/W2059739395","https://openalex.org/W2063422650","https://openalex.org/W2064008556","https://openalex.org/W2078371586","https://openalex.org/W2084068173","https://openalex.org/W2085177870","https://openalex.org/W2087426400","https://openalex.org/W2088601408","https://openalex.org/W2101333566","https://openalex.org/W2108664775","https://openalex.org/W2121833483","https://openalex.org/W2132322340","https://openalex.org/W2134566698","https://openalex.org/W2145371763","https://openalex.org/W2151884887","https://openalex.org/W2153759497","https://openalex.org/W2167299310","https://openalex.org/W2168844630","https://openalex.org/W2170684975","https://openalex.org/W2198062004","https://openalex.org/W2291407110","https://openalex.org/W2315849398","https://openalex.org/W2327189827","https://openalex.org/W2406544900","https://openalex.org/W2414518224","https://openalex.org/W2474213459","https://openalex.org/W2475524498","https://openalex.org/W2516765934","https://openalex.org/W2518833817","https://openalex.org/W2523153599","https://openalex.org/W2537769775","https://openalex.org/W2553033805","https://openalex.org/W2570496662","https://openalex.org/W2588888822","https://openalex.org/W2605602096","https://openalex.org/W2610811641","https://openalex.org/W2620244105","https://openalex.org/W2623779865","https://openalex.org/W2751185970","https://openalex.org/W2760160110","https://openalex.org/W2761423999","https://openalex.org/W2766602720","https://openalex.org/W2782472882","https://openalex.org/W2793354676","https://openalex.org/W2795460611","https://openalex.org/W2795668206","https://openalex.org/W2795680403","https://openalex.org/W2799521292","https://openalex.org/W2800091779","https://openalex.org/W2801150160","https://openalex.org/W2886363495","https://openalex.org/W2887089341","https://openalex.org/W2888321358","https://openalex.org/W2890071448","https://openalex.org/W2890987516","https://openalex.org/W2900247883","https://openalex.org/W2900807097","https://openalex.org/W2914565102","https://openalex.org/W2918568593","https://openalex.org/W2922711788","https://openalex.org/W2932927579","https://openalex.org/W2944574804","https://openalex.org/W2957607583","https://openalex.org/W2963232155","https://openalex.org/W2969598449","https://openalex.org/W2979768761","https://openalex.org/W2981336170","https://openalex.org/W2985195296","https://openalex.org/W2985388721","https://openalex.org/W2986322108","https://openalex.org/W2995035696","https://openalex.org/W2995060633","https://openalex.org/W2995291628","https://openalex.org/W2997079065","https://openalex.org/W3000899126","https://openalex.org/W3002082332","https://openalex.org/W3016071931","https://openalex.org/W3028357988","https://openalex.org/W3028716689","https://openalex.org/W3031975714","https://openalex.org/W3047931680","https://openalex.org/W3067006404","https://openalex.org/W3084153978","https://openalex.org/W3087408985","https://openalex.org/W4225109001","https://openalex.org/W4225129616","https://openalex.org/W4232488826","https://openalex.org/W4300510167"],"related_works":["https://openalex.org/W3032998312","https://openalex.org/W1503094549","https://openalex.org/W4384486036","https://openalex.org/W135177976","https://openalex.org/W2337920774","https://openalex.org/W4318823662","https://openalex.org/W1912037221","https://openalex.org/W3107510776","https://openalex.org/W2405122878","https://openalex.org/W3186457374"],"abstract_inverted_index":{"Digital":[0],"tools":[1],"can":[2,27],"support":[3,144],"individuals":[4,22],"managing":[5],"mental":[6,24,33,41],"health":[7,25,34,42],"concerns,":[8],"but":[9],"delivering":[10],"sufficiently":[11],"engaging":[12,134],"content":[13,29,49,112,135,148],"is":[14],"challenging.":[15],"This":[16],"paper":[17],"seeks":[18],"to":[19,30,44,56,143],"clarify":[20],"how":[21],"with":[23,40,120],"concerns":[26],"contribute":[28],"improve":[31],"push-based":[32,137],"messaging":[35,53],"tools.":[36],"We":[37],"recruited":[38],"crowdworkers":[39,66],"symptoms":[43],"evaluate":[45],"and":[46,55,60,69,90,99,133,139],"revise":[47],"expert-composed":[48],"for":[50,75,130,136],"an":[51],"automated":[52],"tool,":[54],"generate":[57],"new":[58],"topics":[59,74],"messages.":[61,122],"A":[62],"second":[63],"wave":[64],"of":[65,108,128],"evaluated":[67],"expert":[68],"crowdsourced":[70],"content.":[71],"Crowdworkers":[72],"generated":[73],"messages":[76,95],"that":[77],"had":[78],"not":[79],"been":[80],"prioritized":[81],"by":[82,97],"experts,":[83],"including":[84],"self-care,":[85],"positive":[86],"thinking,":[87],"inspiration,":[88],"relaxation,":[89],"reassurance.":[91],"Peer":[92],"evaluators":[93],"rated":[94],"written":[96],"experts":[98],"peers":[100],"similarly.":[101],"Our":[102],"findings":[103,124],"also":[104],"suggest":[105,140],"the":[106,126,141],"importance":[107],"personalization,":[109],"particularly":[110],"when":[111],"adaptation":[113],"occurs":[114],"over":[115],"time":[116],"as":[117],"users":[118,145],"interact":[119],"example":[121],"These":[123],"demonstrate":[125],"potential":[127],"crowdsourcing":[129],"generating":[131],"diverse":[132],"tools,":[138],"need":[142],"in":[146],"meaningful":[147],"customization.":[149]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}