{"id":"https://openalex.org/W3207085279","doi":"https://doi.org/10.1145/3476039","title":"\"The Smartest Decision for My Future\": Social Media Reveals Challenges and Stress During Post-College Life Transition","display_name":"\"The Smartest Decision for My Future\": Social Media Reveals Challenges and Stress During Post-College Life Transition","publication_year":2021,"publication_date":"2021-10-13","ids":{"openalex":"https://openalex.org/W3207085279","doi":"https://doi.org/10.1145/3476039","mag":"3207085279"},"language":"en","primary_location":{"id":"doi:10.1145/3476039","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3476039","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"],"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/A5051951405","display_name":"Crystal Gong","orcid":null},"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":"Crystal Gong","raw_affiliation_strings":["Northwestern University, Evanston, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Northwestern University, Evanston, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057029055","display_name":"Koustuv Saha","orcid":"https://orcid.org/0000-0002-8872-2934"},"institutions":[{"id":"https://openalex.org/I130701444","display_name":"Georgia Institute of Technology","ror":"https://ror.org/01zkghx44","country_code":"US","type":"education","lineage":["https://openalex.org/I130701444"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Koustuv Saha","raw_affiliation_strings":["Georgia Institute of Technology, Atlanta, GA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Georgia Institute of Technology, Atlanta, GA, USA","institution_ids":["https://openalex.org/I130701444"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5046479021","display_name":"Stevie Chancellor","orcid":"https://orcid.org/0000-0003-0620-0903"},"institutions":[{"id":"https://openalex.org/I130238516","display_name":"University of Minnesota","ror":"https://ror.org/017zqws13","country_code":"US","type":"education","lineage":["https://openalex.org/I130238516"]},{"id":"https://openalex.org/I4210101327","display_name":"Twin Cities Orthopedics","ror":"https://ror.org/01en4s460","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210101327"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Stevie Chancellor","raw_affiliation_strings":["University of Minnesota - Twin Cities, Minneapolis, MN, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Minnesota - Twin Cities, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516","https://openalex.org/I4210101327"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.8755,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.9345403,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"5","issue":"CSCW2","first_page":"1","last_page":"29"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T12488","display_name":"Mental Health via Writing","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social 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/T11519","display_name":"Digital Mental Health Interventions","score":0.9966999888420105,"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/T10355","display_name":"Impact of Technology on Adolescents","score":0.9902999997138977,"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/social-media","display_name":"Social media","score":0.608415961265564},{"id":"https://openalex.org/keywords/latent-dirichlet-allocation","display_name":"Latent Dirichlet allocation","score":0.5775502920150757},{"id":"https://openalex.org/keywords/conversation","display_name":"Conversation","score":0.5661998391151428},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5607990622520447},{"id":"https://openalex.org/keywords/transition","display_name":"Transition (genetics)","score":0.5368891358375549},{"id":"https://openalex.org/keywords/social-support","display_name":"Social support","score":0.4958394467830658},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.4807983934879303},{"id":"https://openalex.org/keywords/graduation","display_name":"Graduation (instrument)","score":0.44441643357276917},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.3213019371032715},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3104638457298279},{"id":"https://openalex.org/keywords/topic-model","display_name":"Topic model","score":0.3083358407020569},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.3068760633468628},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.19580289721488953},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12765812873840332},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09526711702346802}],"concepts":[{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.608415961265564},{"id":"https://openalex.org/C500882744","wikidata":"https://www.wikidata.org/wiki/Q269236","display_name":"Latent Dirichlet allocation","level":3,"score":0.5775502920150757},{"id":"https://openalex.org/C2777200299","wikidata":"https://www.wikidata.org/wiki/Q52943","display_name":"Conversation","level":2,"score":0.5661998391151428},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5607990622520447},{"id":"https://openalex.org/C194232998","wikidata":"https://www.wikidata.org/wiki/Q1606712","display_name":"Transition (genetics)","level":3,"score":0.5368891358375549},{"id":"https://openalex.org/C2778087770","wikidata":"https://www.wikidata.org/wiki/Q2297111","display_name":"Social support","level":2,"score":0.4958394467830658},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.4807983934879303},{"id":"https://openalex.org/C2779529714","wikidata":"https://www.wikidata.org/wiki/Q2632744","display_name":"Graduation (instrument)","level":2,"score":0.44441643357276917},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3213019371032715},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3104638457298279},{"id":"https://openalex.org/C171686336","wikidata":"https://www.wikidata.org/wiki/Q3532085","display_name":"Topic model","level":2,"score":0.3083358407020569},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.3068760633468628},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.19580289721488953},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12765812873840332},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09526711702346802},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C46312422","wikidata":"https://www.wikidata.org/wiki/Q11024","display_name":"Communication","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"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/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3476039","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3476039","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"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5600000023841858,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":77,"referenced_works":["https://openalex.org/W159253802","https://openalex.org/W658672681","https://openalex.org/W933990199","https://openalex.org/W1537829113","https://openalex.org/W1671537787","https://openalex.org/W1873057782","https://openalex.org/W1880262756","https://openalex.org/W1977002863","https://openalex.org/W1990079011","https://openalex.org/W2008803468","https://openalex.org/W2013980446","https://openalex.org/W2024669358","https://openalex.org/W2034781998","https://openalex.org/W2039408383","https://openalex.org/W2054447824","https://openalex.org/W2063348869","https://openalex.org/W2071106879","https://openalex.org/W2078467682","https://openalex.org/W2083227535","https://openalex.org/W2084088450","https://openalex.org/W2087812492","https://openalex.org/W2099276202","https://openalex.org/W2099556653","https://openalex.org/W2099919774","https://openalex.org/W2111504995","https://openalex.org/W2114595254","https://openalex.org/W2119797455","https://openalex.org/W2133707304","https://openalex.org/W2144100511","https://openalex.org/W2153579005","https://openalex.org/W2155111909","https://openalex.org/W2158273261","https://openalex.org/W2159735299","https://openalex.org/W2160367613","https://openalex.org/W2160828537","https://openalex.org/W2162051395","https://openalex.org/W2165312405","https://openalex.org/W2182854643","https://openalex.org/W2250539671","https://openalex.org/W2251383488","https://openalex.org/W2289518241","https://openalex.org/W2291227510","https://openalex.org/W2316993542","https://openalex.org/W2333165146","https://openalex.org/W2397527499","https://openalex.org/W2399480376","https://openalex.org/W2563852449","https://openalex.org/W2588050621","https://openalex.org/W2588382500","https://openalex.org/W2596823239","https://openalex.org/W2605183330","https://openalex.org/W2611802400","https://openalex.org/W2741004402","https://openalex.org/W2755222014","https://openalex.org/W2763323349","https://openalex.org/W2771575522","https://openalex.org/W2773170638","https://openalex.org/W2774842745","https://openalex.org/W2793393633","https://openalex.org/W2810162684","https://openalex.org/W2894631352","https://openalex.org/W2901416577","https://openalex.org/W2908543495","https://openalex.org/W2942199679","https://openalex.org/W2953417263","https://openalex.org/W2954709811","https://openalex.org/W2962848499","https://openalex.org/W2988595016","https://openalex.org/W2989050791","https://openalex.org/W3029993170","https://openalex.org/W3125143440","https://openalex.org/W3125684854","https://openalex.org/W3125786417","https://openalex.org/W3160576082","https://openalex.org/W4255421341","https://openalex.org/W4288410082","https://openalex.org/W4301347798"],"related_works":["https://openalex.org/W2769501189","https://openalex.org/W4315588616","https://openalex.org/W4312773271","https://openalex.org/W2888805565","https://openalex.org/W2962686197","https://openalex.org/W3005513013","https://openalex.org/W2207653751","https://openalex.org/W3159709618","https://openalex.org/W2611137333","https://openalex.org/W4389543811"],"abstract_inverted_index":{"The":[0],"post-college":[1,34,53,93,162],"transition":[2,68,94],"is":[3],"a":[4,80],"critical":[5],"period":[6],"where":[7],"individuals":[8],"experience":[9],"unique":[10],"challenges":[11,35,59],"and":[12,16,26,30,52,60,73,89,103,142,157,169],"stress":[13,61,125,140,147],"before,":[14],"during,":[15],"after":[17],"graduation.":[18],"Individuals":[19],"often":[20],"use":[21],"social":[22,64],"media":[23,65],"to":[24,33,123,172],"discuss":[25],"share":[27],"information,":[28],"advice,":[29],"support":[31,49],"related":[32],"in":[36,47,127,139,176],"online":[37],"communities.":[38],"These":[39],"communities":[40],"are":[41],"important":[42],"as":[43,69,164,166],"they":[44],"fill":[45],"gaps":[46],"institutional":[48],"between":[50,87],"college":[51,72],"plans.":[54],"We":[55,78,98],"empirically":[56],"study":[57,173],"the":[58,92,115,128,143,150,161],"expressed":[62],"on":[63],"around":[66],"this":[67],"students":[70],"graduate":[71],"move":[74],"into":[75],"emerging":[76],"adulthood.":[77],"assembled":[79],"dataset":[81,129],"of":[82,117,145,160,178],"about":[83,91],"299,000":[84],"Reddit":[85],"posts":[86],"2008":[88],"2020":[90],"from":[95],"10":[96],"subreddits.":[97],"extracted":[99],"top":[100],"concerns,":[101],"challenges,":[102],"conversation":[104],"points":[105],"using":[106],"unsupervised":[107],"Latent":[108],"Dirichlet":[109],"Allocation":[110],"(LDA).":[111],"Then,":[112],"we":[113,135],"combined":[114],"results":[116],"LDA":[118],"with":[119],"binary":[120],"transfer":[121],"learning":[122],"identify":[124],"expressions":[126],"(classifier":[130],"performance":[131],"at":[132],"F1=0.94).":[133],"Finally,":[134],"explore":[136],"temporal":[137],"patterns":[138],"expressions,":[141],"variance":[144],"per-topic":[146],"levels":[148],"throughout":[149],"year.":[151],"Our":[152],"work":[153],"highlights":[154],"more":[155],"deliberate":[156],"focused":[158],"understanding":[159],"transition,":[163],"well":[165],"useful":[167],"research":[168],"design":[170],"impacts":[171],"transient":[174],"cohorts":[175],"need":[177],"support.":[179]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":7},{"year":2022,"cited_by_count":6}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
