{"id":"https://openalex.org/W2162051395","doi":"https://doi.org/10.1145/2470654.2466447","title":"Predicting postpartum changes in emotion and behavior via social media","display_name":"Predicting postpartum changes in emotion and behavior via social media","publication_year":2013,"publication_date":"2013-04-27","ids":{"openalex":"https://openalex.org/W2162051395","doi":"https://doi.org/10.1145/2470654.2466447","mag":"2162051395"},"language":"en","primary_location":{"id":"doi:10.1145/2470654.2466447","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2470654.2466447","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the SIGCHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-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/A5102962995","display_name":"Munmun De Choudhury","orcid":"https://orcid.org/0000-0002-8939-264X"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Munmun De Choudhury","raw_affiliation_strings":["Microsoft Research, Redmond, Washington, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, Washington, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072149108","display_name":"Scott Counts","orcid":"https://orcid.org/0000-0003-2851-9763"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Counts","raw_affiliation_strings":["Microsoft Research, Redmond, Washington, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, Washington, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043228682","display_name":"Eric Horvitz","orcid":"https://orcid.org/0000-0002-8823-0614"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eric Horvitz","raw_affiliation_strings":["Microsoft Research, Redmond, Washington, USA"],"affiliations":[{"raw_affiliation_string":"Microsoft Research, Redmond, Washington, USA","institution_ids":["https://openalex.org/I1290206253"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102962995"],"corresponding_institution_ids":["https://openalex.org/I1290206253"],"apc_list":null,"apc_paid":null,"fwci":30.6587,"has_fulltext":false,"cited_by_count":468,"citation_normalized_percentile":{"value":0.99835832,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"3267","last_page":"3276"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10786","display_name":"Maternal Mental Health During Pregnancy and Postpartum","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10786","display_name":"Maternal Mental Health During Pregnancy and Postpartum","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.9983999729156494,"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/T11388","display_name":"Grief, Bereavement, and Mental Health","score":0.9819999933242798,"subfield":{"id":"https://openalex.org/subfields/3203","display_name":"Clinical Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/postpartum-depression","display_name":"Postpartum depression","score":0.6691076755523682},{"id":"https://openalex.org/keywords/childbirth","display_name":"Childbirth","score":0.6547431945800781},{"id":"https://openalex.org/keywords/mood","display_name":"Mood","score":0.6279287338256836},{"id":"https://openalex.org/keywords/social-media","display_name":"Social media","score":0.5589736104011536},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.5527693629264832},{"id":"https://openalex.org/keywords/intervention","display_name":"Intervention (counseling)","score":0.4721113443374634},{"id":"https://openalex.org/keywords/construct","display_name":"Construct (python library)","score":0.46962809562683105},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4547497630119324},{"id":"https://openalex.org/keywords/social-support","display_name":"Social support","score":0.425042986869812},{"id":"https://openalex.org/keywords/applied-psychology","display_name":"Applied psychology","score":0.42077159881591797},{"id":"https://openalex.org/keywords/developmental-psychology","display_name":"Developmental psychology","score":0.35901710391044617},{"id":"https://openalex.org/keywords/social-psychology","display_name":"Social psychology","score":0.35539448261260986},{"id":"https://openalex.org/keywords/clinical-psychology","display_name":"Clinical psychology","score":0.35443440079689026},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3474383056163788},{"id":"https://openalex.org/keywords/pregnancy","display_name":"Pregnancy","score":0.3293300271034241},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.13463208079338074},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09010860323905945}],"concepts":[{"id":"https://openalex.org/C2780262536","wikidata":"https://www.wikidata.org/wiki/Q2712836","display_name":"Postpartum depression","level":3,"score":0.6691076755523682},{"id":"https://openalex.org/C2779703513","wikidata":"https://www.wikidata.org/wiki/Q34581","display_name":"Childbirth","level":3,"score":0.6547431945800781},{"id":"https://openalex.org/C2780733359","wikidata":"https://www.wikidata.org/wiki/Q331769","display_name":"Mood","level":2,"score":0.6279287338256836},{"id":"https://openalex.org/C518677369","wikidata":"https://www.wikidata.org/wiki/Q202833","display_name":"Social media","level":2,"score":0.5589736104011536},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5527693629264832},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.4721113443374634},{"id":"https://openalex.org/C2780801425","wikidata":"https://www.wikidata.org/wiki/Q5164392","display_name":"Construct (python library)","level":2,"score":0.46962809562683105},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4547497630119324},{"id":"https://openalex.org/C2778087770","wikidata":"https://www.wikidata.org/wiki/Q2297111","display_name":"Social support","level":2,"score":0.425042986869812},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.42077159881591797},{"id":"https://openalex.org/C138496976","wikidata":"https://www.wikidata.org/wiki/Q175002","display_name":"Developmental psychology","level":1,"score":0.35901710391044617},{"id":"https://openalex.org/C77805123","wikidata":"https://www.wikidata.org/wiki/Q161272","display_name":"Social psychology","level":1,"score":0.35539448261260986},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.35443440079689026},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3474383056163788},{"id":"https://openalex.org/C2779234561","wikidata":"https://www.wikidata.org/wiki/Q11995","display_name":"Pregnancy","level":2,"score":0.3293300271034241},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.13463208079338074},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09010860323905945},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/2470654.2466447","is_oa":false,"landing_page_url":"https://doi.org/10.1145/2470654.2466447","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the SIGCHI Conference on Human Factors in Computing Systems","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7300000190734863,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W29935650","https://openalex.org/W48895825","https://openalex.org/W138745945","https://openalex.org/W201361503","https://openalex.org/W415839725","https://openalex.org/W628702607","https://openalex.org/W1490760466","https://openalex.org/W1520878652","https://openalex.org/W1966075404","https://openalex.org/W1989246291","https://openalex.org/W1995718968","https://openalex.org/W2003360332","https://openalex.org/W2005394793","https://openalex.org/W2008803468","https://openalex.org/W2019274310","https://openalex.org/W2027560779","https://openalex.org/W2042378472","https://openalex.org/W2060907561","https://openalex.org/W2062402596","https://openalex.org/W2100772444","https://openalex.org/W2112139156","https://openalex.org/W2114319248","https://openalex.org/W2140124295","https://openalex.org/W2150819813","https://openalex.org/W2151029989","https://openalex.org/W2171863086","https://openalex.org/W2182417295","https://openalex.org/W2334547457","https://openalex.org/W2417366707","https://openalex.org/W2799061466","https://openalex.org/W4231532784","https://openalex.org/W4237360371","https://openalex.org/W6601953308"],"related_works":["https://openalex.org/W2366107444","https://openalex.org/W4388145910","https://openalex.org/W2381570729","https://openalex.org/W1976205134","https://openalex.org/W4221043326","https://openalex.org/W2343710837","https://openalex.org/W1743549594","https://openalex.org/W2005336141","https://openalex.org/W3208239647","https://openalex.org/W4280518821"],"abstract_inverted_index":{"We":[0,57],"consider":[1],"social":[2,49,52,131],"media":[3,132],"as":[4,108,110],"a":[5,63],"promising":[6],"tool":[7],"for":[8],"public":[9],"health,":[10],"focusing":[11],"on":[12,28],"the":[13,23,29,74,115,127,151],"use":[14,130],"of":[15,26,33,48,66,68,99,119,138,153],"Twitter":[16,37],"posts":[17],"to":[18,77,129,133,149],"build":[19],"predictive":[20,85],"models":[21,61,86],"about":[22,103],"forthcoming":[24],"influence":[25],"childbirth":[27,95],"behavior":[30],"and":[31,54,72,107,148,158],"mood":[32],"new":[34],"mothers.":[35,83],"Using":[36],"posts,":[38],"we":[39],"quantify":[40],"postpartum":[41,80,139],"changes":[42,81],"in":[43,82],"376":[44],"mothers":[45,89,135],"along":[46],"dimensions":[47],"engagement,":[50],"emotion,":[51],"network,":[53],"linguistic":[55],"style.":[56],"then":[58],"construct":[59],"statistical":[60],"from":[62],"training":[64],"set":[65],"observations":[67,102],"these":[69],"measures":[70],"before":[71],"after":[73],"reported":[75],"childbirth,":[76],"forecast":[78],"significant":[79],"The":[84,122],"can":[87],"classify":[88],"who":[90],"will":[91],"change":[92],"significantly":[93],"following":[94],"with":[96],"an":[97,141],"accuracy":[98],"71%,":[100],"using":[101],"their":[104],"prenatal":[105],"behavior,":[106],"accurately":[109],"80-83%":[111],"when":[112],"additionally":[113],"leveraging":[114],"initial":[116],"2-3":[117],"weeks":[118],"postnatal":[120],"data.":[121],"study":[123],"is":[124],"motivated":[125],"by":[126],"opportunity":[128],"identify":[134],"at":[136,162],"risk":[137],"depression,":[140],"underreported":[142],"health":[143],"concern":[144],"among":[145],"large":[146],"populations,":[147],"inform":[150],"design":[152],"low-cost,":[154],"privacy-sensitive":[155],"early-warning":[156],"systems":[157],"intervention":[159],"programs":[160],"aimed":[161],"promoting":[163],"wellness":[164],"postpartum.":[165]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":26},{"year":2023,"cited_by_count":43},{"year":2022,"cited_by_count":47},{"year":2021,"cited_by_count":56},{"year":2020,"cited_by_count":53},{"year":2019,"cited_by_count":39},{"year":2018,"cited_by_count":39},{"year":2017,"cited_by_count":48},{"year":2016,"cited_by_count":39},{"year":2015,"cited_by_count":25},{"year":2014,"cited_by_count":22},{"year":2013,"cited_by_count":8}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}