{"id":"https://openalex.org/W7129197752","doi":"https://doi.org/10.2196/83674","title":"Emotion Expression in Breast Cancer Support Seeking: Empirical Study of an Online Community","display_name":"Emotion Expression in Breast Cancer Support Seeking: Empirical Study of an Online Community","publication_year":2026,"publication_date":"2026-02-17","ids":{"openalex":"https://openalex.org/W7129197752","doi":"https://doi.org/10.2196/83674","pmid":"https://pubmed.ncbi.nlm.nih.gov/41973505","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13122135"},"language":"en","primary_location":{"id":"doi:10.2196/83674","doi":"https://doi.org/10.2196/83674","is_oa":true,"landing_page_url":"https://doi.org/10.2196/83674","pdf_url":null,"source":{"id":"https://openalex.org/S2764650051","display_name":"JMIR Medical Informatics","issn_l":"2291-9694","issn":["2291-9694"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320608","host_organization_name":"JMIR Publications","host_organization_lineage":["https://openalex.org/P4310320608"],"host_organization_lineage_names":["JMIR Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JMIR Medical Informatics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.2196/83674","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101553510","display_name":"Anqi Xu","orcid":"https://orcid.org/0000-0001-7373-4687","observed_orcids":["https://orcid.org/0000-0001-7373-4687"]},"institutions":[{"id":"https://openalex.org/I139924743","display_name":"Bentley University","ror":"https://ror.org/01px48m89","country_code":"US","type":"education","lineage":["https://openalex.org/I139924743"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Anqi Xu","raw_affiliation_strings":["Department of Computer Information Systems, Bentley University, Waltham, MA, United States"],"raw_orcid":"https://orcid.org/0000-0001-7373-4687","affiliations":[{"raw_affiliation_string":"Department of Computer Information Systems, Bentley University, Waltham, MA, United States","institution_ids":["https://openalex.org/I139924743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119633238","display_name":"Ahmad Aljanaideh","orcid":"https://orcid.org/0009-0008-1673-2237","observed_orcids":["https://orcid.org/0009-0008-1673-2237"]},"institutions":[{"id":"https://openalex.org/I139924743","display_name":"Bentley University","ror":"https://ror.org/01px48m89","country_code":"US","type":"education","lineage":["https://openalex.org/I139924743"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ahmad Aljanaideh","raw_affiliation_strings":["Department of Computer Information Systems, Bentley University, Waltham, MA, United States"],"raw_orcid":"https://orcid.org/0009-0008-1673-2237","affiliations":[{"raw_affiliation_string":"Department of Computer Information Systems, Bentley University, Waltham, MA, United States","institution_ids":["https://openalex.org/I139924743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5126176168","display_name":"Jennifer Xu","orcid":"https://orcid.org/0000-0001-5615-9967","observed_orcids":["https://orcid.org/0000-0001-5615-9967"]},"institutions":[{"id":"https://openalex.org/I139924743","display_name":"Bentley University","ror":"https://ror.org/01px48m89","country_code":"US","type":"education","lineage":["https://openalex.org/I139924743"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jennifer Xu","raw_affiliation_strings":["Department of Computer Information Systems, Bentley University, Waltham, MA, United States"],"raw_orcid":"https://orcid.org/0000-0001-5615-9967","affiliations":[{"raw_affiliation_string":"Department of Computer Information Systems, Bentley University, Waltham, MA, United States","institution_ids":["https://openalex.org/I139924743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078138660","display_name":"Haijing Hao","orcid":"https://orcid.org/0000-0003-3071-2538","observed_orcids":["https://orcid.org/0000-0003-3071-2538"]},"institutions":[{"id":"https://openalex.org/I139924743","display_name":"Bentley University","ror":"https://ror.org/01px48m89","country_code":"US","type":"education","lineage":["https://openalex.org/I139924743"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Haijing Hao","raw_affiliation_strings":["Department of Computer Information Systems, Bentley University, Waltham, MA, United States"],"raw_orcid":"https://orcid.org/0000-0003-3071-2538","affiliations":[{"raw_affiliation_string":"Department of Computer Information Systems, Bentley University, Waltham, MA, United States","institution_ids":["https://openalex.org/I139924743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5101553510"],"corresponding_institution_ids":["https://openalex.org/I139924743"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":4.6539,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.87553562,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"14","issue":null,"first_page":"e83674","last_page":"e83674"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10737","display_name":"Health Literacy and Information Accessibility","score":0.5541999936103821,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10737","display_name":"Health Literacy and Information Accessibility","score":0.5541999936103821,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.2660999894142151,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.03530000150203705,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/breast-cancer","display_name":"breast cancer","score":0.9900000095367432},{"id":"https://openalex.org/keywords/emotional-expression","display_name":"emotional expression","score":0.7990000247955322},{"id":"https://openalex.org/keywords/community-engagement","display_name":"community participation","score":0.7390000224113464},{"id":"https://openalex.org/keywords/emotions-as-social-information","display_name":"emotions as social information","score":0.8989999890327454},{"id":"https://openalex.org/keywords/plutchik-s-wheel-of-emotions","display_name":"Plutchik's wheel of emotions","score":0.9010000228881836},{"id":"https://openalex.org/keywords/emotional-intensity","display_name":"emotional intensity","score":0.3970000147819519},{"id":"https://openalex.org/keywords/user-response","display_name":"user response","score":0.45399999618530273},{"id":"https://openalex.org/keywords/emotional-valence","display_name":"emotional valence","score":0.531000018119812},{"id":"https://openalex.org/keywords/social-signals","display_name":"social signals","score":0.3149999976158142},{"id":"https://openalex.org/keywords/psychological-distress","display_name":"psychological distress","score":0.39100000262260437},{"id":"https://openalex.org/keywords/online-health-communities","display_name":"online health communities","score":0.41499999165534973},{"id":"https://openalex.org/keywords/attention-allocation","display_name":"attention allocation","score":0.3330000042915344},{"id":"https://openalex.org/keywords/emotional-contagion","display_name":"emotional contagion","score":0.32499998807907104},{"id":"https://openalex.org/keywords/fear","display_name":"fear","score":0.42500001192092896},{"id":"https://openalex.org/keywords/anger","display_name":"anger","score":0.6639999747276306},{"id":"https://openalex.org/keywords/sadness","display_name":"sadness","score":0.628000020980835},{"id":"https://openalex.org/keywords/joy","display_name":"joy","score":0.7749999761581421},{"id":"https://openalex.org/keywords/anticipation","display_name":"anticipation","score":0.7049999833106995},{"id":"https://openalex.org/keywords/surprise","display_name":"surprise","score":0.6039999723434448}],"concepts":[{"id":"https://openalex.org/C530470458","wikidata":"https://www.wikidata.org/wiki/Q128581","display_name":"Breast cancer","level":3,"score":0.6481999754905701},{"id":"https://openalex.org/C120936955","wikidata":"https://www.wikidata.org/wiki/Q2155640","display_name":"Empirical research","level":2,"score":0.6308000087738037},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.44589999318122864},{"id":"https://openalex.org/C2778165684","wikidata":"https://www.wikidata.org/wiki/Q6576792","display_name":"Online community","level":2,"score":0.4399999976158142},{"id":"https://openalex.org/C90559484","wikidata":"https://www.wikidata.org/wiki/Q778379","display_name":"Expression (computer science)","level":2,"score":0.3968999981880188},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.36309999227523804},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3382999897003174},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3086000084877014},{"id":"https://openalex.org/C202645933","wikidata":"https://www.wikidata.org/wiki/Q4930","display_name":"eHealth","level":3,"score":0.30079999566078186},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.2992999851703644},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.2806999981403351},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2791000008583069},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.26350000500679016},{"id":"https://openalex.org/C2778087770","wikidata":"https://www.wikidata.org/wiki/Q2297111","display_name":"Social support","level":2,"score":0.26350000500679016},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.26249998807907104},{"id":"https://openalex.org/C2776035688","wikidata":"https://www.wikidata.org/wiki/Q1606558","display_name":"Affect (linguistics)","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C2777438025","wikidata":"https://www.wikidata.org/wiki/Q1339090","display_name":"Emotion recognition","level":2,"score":0.2515000104904175}],"mesh":[{"descriptor_ui":"D000223","descriptor_name":"Adaptation, Psychological","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000523","qualifier_name":"psychology","is_major_topic":true},{"descriptor_ui":"D001943","descriptor_name":"Breast Neoplasms","qualifier_ui":"Q000628","qualifier_name":"therapy","is_major_topic":true},{"descriptor_ui":"D004644","descriptor_name":"Emotions","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","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":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012944","descriptor_name":"Social Support","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.2196/83674","doi":"https://doi.org/10.2196/83674","is_oa":true,"landing_page_url":"https://doi.org/10.2196/83674","pdf_url":null,"source":{"id":"https://openalex.org/S2764650051","display_name":"JMIR Medical Informatics","issn_l":"2291-9694","issn":["2291-9694"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320608","host_organization_name":"JMIR Publications","host_organization_lineage":["https://openalex.org/P4310320608"],"host_organization_lineage_names":["JMIR Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JMIR Medical Informatics","raw_type":"journal-article"},{"id":"doi:10.2196/preprints.83674","doi":"https://doi.org/10.2196/preprints.83674","is_oa":false,"landing_page_url":"https://doi.org/10.2196/preprints.83674","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmh:oai:pubmedcentral.nih.gov:13122135","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13122135/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13122135/pdf/","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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JMIR Med Inform","raw_type":"Text"},{"id":"pmid:41973505","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41973505","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":"JMIR medical informatics","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:01857457d0e741268fc3fd80cefcb587","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/01857457d0e741268fc3fd80cefcb587","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"JMIR Medical Informatics, Vol 14, p e83674 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.2196/83674","doi":"https://doi.org/10.2196/83674","is_oa":true,"landing_page_url":"https://doi.org/10.2196/83674","pdf_url":null,"source":{"id":"https://openalex.org/S2764650051","display_name":"JMIR Medical Informatics","issn_l":"2291-9694","issn":["2291-9694"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-d","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320608","host_organization_name":"JMIR Publications","host_organization_lineage":["https://openalex.org/P4310320608"],"host_organization_lineage_names":["JMIR Publications"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"JMIR Medical Informatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9391000270843506,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320319288","display_name":"Bentley University","ror":"https://ror.org/01px48m89"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7129197752.pdf","grobid_xml":"https://content.openalex.org/works/W7129197752.grobid-xml"},"referenced_works_count":86,"referenced_works":["https://openalex.org/W656107745","https://openalex.org/W1590706768","https://openalex.org/W1855306957","https://openalex.org/W1977046184","https://openalex.org/W1981989535","https://openalex.org/W1987178171","https://openalex.org/W1993150074","https://openalex.org/W2006816399","https://openalex.org/W2007001980","https://openalex.org/W2036750803","https://openalex.org/W2064459199","https://openalex.org/W2066064791","https://openalex.org/W2079411520","https://openalex.org/W2091084672","https://openalex.org/W2093151539","https://openalex.org/W2099990492","https://openalex.org/W2107617465","https://openalex.org/W2112950297","https://openalex.org/W2113565485","https://openalex.org/W2116671655","https://openalex.org/W2119453837","https://openalex.org/W2123628668","https://openalex.org/W2134176302","https://openalex.org/W2136548128","https://openalex.org/W2138830164","https://openalex.org/W2141093480","https://openalex.org/W2145462742","https://openalex.org/W2150208547","https://openalex.org/W2156355691","https://openalex.org/W2156605126","https://openalex.org/W2158478895","https://openalex.org/W2159375797","https://openalex.org/W2186385783","https://openalex.org/W2316079581","https://openalex.org/W2323169434","https://openalex.org/W2416146531","https://openalex.org/W2418667943","https://openalex.org/W2471078044","https://openalex.org/W2473172299","https://openalex.org/W2489487449","https://openalex.org/W2511850349","https://openalex.org/W2513534526","https://openalex.org/W2534580099","https://openalex.org/W2553825429","https://openalex.org/W2559955819","https://openalex.org/W2610156881","https://openalex.org/W2765778095","https://openalex.org/W2800887520","https://openalex.org/W2805975571","https://openalex.org/W2808903237","https://openalex.org/W2884687722","https://openalex.org/W2908215309","https://openalex.org/W2913823040","https://openalex.org/W2936718197","https://openalex.org/W2945091031","https://openalex.org/W2947788789","https://openalex.org/W2964698131","https://openalex.org/W2966651628","https://openalex.org/W3003908544","https://openalex.org/W3035119815","https://openalex.org/W3118875738","https://openalex.org/W3121647552","https://openalex.org/W3134742407","https://openalex.org/W3190523902","https://openalex.org/W3205400173","https://openalex.org/W3207416670","https://openalex.org/W4214643736","https://openalex.org/W4246834997","https://openalex.org/W4246899524","https://openalex.org/W4246987012","https://openalex.org/W4251465132","https://openalex.org/W4306655019","https://openalex.org/W4313492484","https://openalex.org/W4321079241","https://openalex.org/W4367042504","https://openalex.org/W4384282814","https://openalex.org/W4388605937","https://openalex.org/W4390579019","https://openalex.org/W4391733070","https://openalex.org/W4401962039","https://openalex.org/W4404055036","https://openalex.org/W4404255775","https://openalex.org/W4405843334","https://openalex.org/W4408071993","https://openalex.org/W4413050793","https://openalex.org/W4415141569"],"related_works":["https://openalex.org/W2168305155","https://openalex.org/W2418667943","https://openalex.org/W2273373865","https://openalex.org/W2034052303","https://openalex.org/W7203475776","https://openalex.org/W912430962","https://openalex.org/W3000261647","https://openalex.org/W2593063864","https://openalex.org/W2153838474","https://openalex.org/W4404055036"],"abstract_inverted_index":{"BACKGROUND:":[0],"Breast":[1],"cancer":[2,28,176],"affects":[3],"millions":[4],"of":[5,109,127,166,263,294,314,338],"women":[6],"and":[7,17,36,46,53,71,90,93,106,130,162,182,214,236,282,304,346,405,418,426,436],"presents":[8],"not":[9,363],"only":[10,364],"medical":[11],"challenges":[12],"but":[13,368],"also":[14,253,369],"emotional,":[15],"financial,":[16],"social":[18,102,120,344],"burdens.":[19],"Beyond":[20],"clinical":[21],"treatment,":[22],"patients":[23,42,67,188],"increasingly":[24],"turn":[25],"to":[26,124,180,431],"online":[27],"communities":[29],"(OCCs)":[30],"for":[31,291,422],"informational":[32],"support,":[33,35],"emotional":[34,59,273,340,366,394],"shared":[37,51],"coping":[38],"strategies.":[39],"OCCs":[40],"help":[41],"manage":[43],"daily":[44],"life":[45],"reduce":[47],"psychological":[48],"distress":[49],"through":[50,65,365,370],"experiences":[52],"empathetic":[54],"engagement.":[55],"Within":[56],"these":[57],"communities,":[58],"expressions":[60,274,341],"serve":[61],"as":[62,101,118,134,234,343,387],"critical":[63],"cues":[64],"which":[66],"communicate":[68],"their":[69,285],"situations":[70],"needs":[72],"with":[73,189,222,268,330],"other":[74,249],"OCC":[75,412],"members.":[76],"OBJECTIVE:":[77],"This":[78,143],"study":[79,112,144,335],"explores":[80],"the":[81,99,147,269,308,311,331,371,380],"relationship":[82],"between":[83],"emotions":[84,100,116,132,150,219,296,354,386],"expressed":[85,151,355],"in":[86,95,152,168,257,284,287,318,348,356,439],"patients'":[87,204,357],"initial":[88,154,205,358,381],"posts":[89,359],"community":[91,177,208,277,315,361,375,424],"reactions":[92],"engagement":[94,140,209,362,397],"OCCs.":[96,169,349],"Based":[97],"on":[98,310],"information":[103,345],"(EASI)":[104],"model":[105],"Plutchik's":[107,327],"Wheel":[108],"Emotions,":[110],"this":[111,334],"investigates":[113],"whether":[114,131],"different":[115,125,218,272],"function":[117,342],"distinct":[119,288],"signals":[121,347],"that":[122,230,353,374],"lead":[123],"patterns":[126],"member":[128],"response,":[129],"defined":[133],"opposites":[135],"elicit":[136,239],"opposing":[137],"or":[138,261],"similar":[139],"behaviors.":[141,225],"METHODS:":[142],"examines":[145],"how":[146,217,276,339,393],"8":[148],"primary":[149],"an":[153],"post-surprise,":[155],"anticipation,":[156,237,300],"joy,":[157],"sadness,":[158,303],"trust,":[159],"disgust,":[160,252],"fear,":[161],"anger-distinctively":[163],"influence":[164,275,360],"responses":[165,286,316],"members":[167,278,376],"We":[170],"collected":[171],"data":[172],"from":[173,178,186,203,379],"a":[174],"breast":[175,190],"2002":[179],"2017":[181],"analyzed":[183],"23,633":[184],"threads":[185],"9137":[187],"cancer.":[191],"Using":[192],"BERT":[193],"(Bidirectional":[194],"Encoder":[195],"Representations":[196],"From":[197],"Transformers),":[198],"we":[199],"extract":[200],"emotion":[201,328],"scores":[202],"posts,":[206],"measure":[207],"across":[210,242,398],"5":[211,264,312],"response":[212,224,245],"dimensions,":[213,400],"empirically":[215],"analyze":[216],"are":[220],"associated":[221],"user":[223],"RESULTS:":[226],"The":[227,350],"analysis":[228,417],"shows":[229],"certain":[231],"emotions,":[232,250],"such":[233],"joy":[235,301],"consistently":[238],"significant":[240,255],"effects":[241,256],"all":[243],"measured":[244],"categories":[246,259],"(P<.001).":[247],"Most":[248],"except":[251],"demonstrate":[254],"most":[258,292],"(3":[260],"4":[262],"categories;":[265],"P<.05).":[266],"Consistent":[267],"EASI":[270,332],"perspective,":[271],"allocate":[279],"attention,":[280],"effort,":[281,403],"timing":[283],"ways.":[289],"Moreover,":[290],"pairs":[293],"opposite":[295,322],"(eg,":[297],"surprise":[298],"vs":[299,302,306],"anger":[305],"fear),":[307],"impacts":[309],"types":[313],"move":[317],"parallel":[319],"rather":[320],"than":[321],"directions.":[323],"CONCLUSIONS:":[324],"By":[325],"integrating":[326],"framework":[329],"model,":[333],"advances":[336],"understanding":[337],"findings":[351],"show":[352],"valence,":[367],"situational":[372],"context":[373],"can":[377],"infer":[378],"posts.":[382],"In":[383],"addition,":[384],"modeling":[385],"continuous":[388],"intensity":[389],"scales":[390],"helps":[391],"reveal":[392],"strength":[395],"amplifies":[396],"multiple":[399],"including":[401],"participation,":[402],"timing,":[404],"topical":[406],"relevance.":[407],"These":[408],"insights":[409],"extend":[410],"prior":[411],"research":[413],"beyond":[414],"polarity-based":[415],"sentiment":[416],"offer":[419],"practical":[420],"implications":[421],"patients,":[423],"platforms,":[425],"health":[427,441],"care":[428,438],"practitioners":[429],"seeking":[430],"better":[432],"support":[433],"peer":[434],"interaction":[435],"psychosocial":[437],"digital":[440],"environments.":[442]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-02-18T00:00:00"}