{"id":"https://openalex.org/W4388977526","doi":"https://doi.org/10.3389/fpsyt.2023.1258887","title":"Automated classification of lay health articles using natural language processing: a case study on pregnancy health and postpartum depression","display_name":"Automated classification of lay health articles using natural language processing: a case study on pregnancy health and postpartum depression","publication_year":2023,"publication_date":"2023-11-20","ids":{"openalex":"https://openalex.org/W4388977526","doi":"https://doi.org/10.3389/fpsyt.2023.1258887","pmid":"https://pubmed.ncbi.nlm.nih.gov/38053538","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/10694448"},"language":"en","primary_location":{"id":"doi:10.3389/fpsyt.2023.1258887","doi":"https://doi.org/10.3389/fpsyt.2023.1258887","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2023.1258887","pdf_url":null,"source":{"id":"https://openalex.org/S92766711","display_name":"Frontiers in Psychiatry","issn_l":"1664-0640","issn":["1664-0640"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychiatry","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/10.3389/fpsyt.2023.1258887","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5040613229","display_name":"Braja Gopal Patra","orcid":"https://orcid.org/0000-0003-2997-5314","observed_orcids":["https://orcid.org/0000-0003-2997-5314"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Braja Gopal Patra","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":"https://orcid.org/0000-0003-2997-5314","affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022030361","display_name":"Zhaoyi Sun","orcid":"https://orcid.org/0009-0003-8197-1465","observed_orcids":["https://orcid.org/0009-0003-8197-1465"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zhaoyi Sun","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012876611","display_name":"Zilin Cheng","orcid":"https://orcid.org/0009-0000-9573-3968","observed_orcids":["https://orcid.org/0009-0000-9573-3968"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zilin Cheng","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000100851","display_name":"Praneet Kasi Reddy Jagadeesh Kumar","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Praneet Kasi Reddy Jagadeesh Kumar","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5138060944","display_name":"Abdullah Altammami","orcid":"https://orcid.org/0009-0005-4722-9464","observed_orcids":["https://orcid.org/0009-0005-4722-9464"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Abdullah Altammami","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100729161","display_name":"Yiyang Liu","orcid":"https://orcid.org/0000-0001-5143-9505","observed_orcids":["https://orcid.org/0000-0001-5143-9505","https://orcid.org/0009-0001-7815-6545"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yiyang Liu","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066250488","display_name":"Rochelle Joly","orcid":"https://orcid.org/0000-0002-1551-2434","observed_orcids":["https://orcid.org/0000-0002-1551-2434"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rochelle Joly","raw_affiliation_strings":["Department of Obstetrics and Gynecology, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Obstetrics and Gynecology, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051698449","display_name":"Caroline M. Jedlicka","orcid":"https://orcid.org/0000-0002-3496-9632","observed_orcids":["https://orcid.org/0000-0002-3496-9632"]},"institutions":[{"id":"https://openalex.org/I174216632","display_name":"City University of New York","ror":"https://ror.org/00453a208","country_code":"US","type":"education","lineage":["https://openalex.org/I174216632"]},{"id":"https://openalex.org/I23944027","display_name":"Kingsborough Community College","ror":"https://ror.org/03a4k1f37","country_code":"US","type":"education","lineage":["https://openalex.org/I23944027"]},{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Caroline Jedlicka","raw_affiliation_strings":["Kingsborough Community College, City University of New York, New York, NY, United States","Samuel J. Wood Library & C.V. Starr Biomedical Information Center, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Kingsborough Community College, City University of New York, New York, NY, United States","institution_ids":["https://openalex.org/I174216632","https://openalex.org/I23944027"]},{"raw_affiliation_string":"Samuel J. Wood Library & C.V. Starr Biomedical Information Center, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055378269","display_name":"Diana Delgado","orcid":"https://orcid.org/0000-0002-6290-3497","observed_orcids":["https://orcid.org/0000-0002-6290-3497"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Diana Delgado","raw_affiliation_strings":["Samuel J. Wood Library & C.V. Starr Biomedical Information Center, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samuel J. Wood Library & C.V. Starr Biomedical Information Center, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051691741","display_name":"Jyotishman Pathak","orcid":"https://orcid.org/0000-0002-4856-410X","observed_orcids":["https://orcid.org/0000-0002-4856-410X"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jyotishman Pathak","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":"https://orcid.org/0000-0002-4856-410X","affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085113833","display_name":"Yifan Peng","orcid":"https://orcid.org/0000-0001-9309-8331","observed_orcids":["https://orcid.org/0000-0001-9309-8331"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yifan Peng","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":"https://orcid.org/0000-0001-9309-8331","affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102798196","display_name":"Yiye Zhang","orcid":"https://orcid.org/0000-0003-3494-2699","observed_orcids":["https://orcid.org/0000-0003-3494-2699"]},"institutions":[{"id":"https://openalex.org/I4387153466","display_name":"Weill Cornell Medicine","ror":"https://ror.org/02r109517","country_code":"US","type":"education","lineage":["https://openalex.org/I205783295","https://openalex.org/I4387153466"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yiye Zhang","raw_affiliation_strings":["Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Population Health Sciences, Weill Cornell Medicine, New York, NY, United States","institution_ids":["https://openalex.org/I4387153466"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102798196"],"corresponding_institution_ids":["https://openalex.org/I4387153466"],"apc_list":{"value":3295,"currency":"USD","value_usd":3295},"apc_paid":{"value":3295,"currency":"USD","value_usd":3295},"fwci":0.7779,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.71976637,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"14","issue":null,"first_page":"1258887","last_page":"1258887"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.34380000829696655,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.34380000829696655,"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"}},{"id":"https://openalex.org/T11550","display_name":"Text and Document Classification Technologies","score":0.319599986076355,"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"}},{"id":"https://openalex.org/T12488","display_name":"Mental Health via Writing","score":0.09549999982118607,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/pregnancy","display_name":"pregnancy","score":0.44699999690055847},{"id":"https://openalex.org/keywords/postpartum-depression","display_name":"postpartum depression","score":1.0},{"id":"https://openalex.org/keywords/text-classification","display_name":"text classification","score":0.5849999785423279},{"id":"https://openalex.org/keywords/bert","display_name":"BERT","score":0.6700000166893005},{"id":"https://openalex.org/keywords/gpt-3-5-turbo","display_name":"GPT-3.5-turbo","score":0.8579999804496765},{"id":"https://openalex.org/keywords/health-education-materials","display_name":"health education materials","score":0.7239999771118164},{"id":"https://openalex.org/keywords/social-support","display_name":"social support","score":0.7070000171661377},{"id":"https://openalex.org/keywords/maternal-mental-health","display_name":"maternal mental health","score":0.6570000052452087},{"id":"https://openalex.org/keywords/online-health-information","display_name":"online health information","score":0.597000002861023}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5638477802276611},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.5637975931167603},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5041309595108032},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.44781896471977234},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.39025795459747314},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3831791281700134},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.3604140877723694},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.32888591289520264},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3198939859867096},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.22163435816764832},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/fpsyt.2023.1258887","doi":"https://doi.org/10.3389/fpsyt.2023.1258887","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2023.1258887","pdf_url":null,"source":{"id":"https://openalex.org/S92766711","display_name":"Frontiers in Psychiatry","issn_l":"1664-0640","issn":["1664-0640"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychiatry","raw_type":"journal-article"},{"id":"doi:10.2196/preprints.46037","doi":"https://doi.org/10.2196/preprints.46037","is_oa":true,"landing_page_url":"https://doi.org/10.2196/preprints.46037","pdf_url":null,"source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},{"id":"pmh:oai:pubmedcentral.nih.gov:10694448","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10694448","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10694448/pdf/fpsyt-14-1258887.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":"Front Psychiatry","raw_type":"Text"},{"id":"pmid:38053538","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38053538","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":"Frontiers in psychiatry","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:687788b60db24114b2d7aef550efac32","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/687788b60db24114b2d7aef550efac32","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":"Frontiers in Psychiatry, Vol 14 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fpsyt.2023.1258887","doi":"https://doi.org/10.3389/fpsyt.2023.1258887","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fpsyt.2023.1258887","pdf_url":null,"source":{"id":"https://openalex.org/S92766711","display_name":"Frontiers in Psychiatry","issn_l":"1664-0640","issn":["1664-0640"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["anvur-scientific","cwts-core","doaj","ki-jl-1","norway-1","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Psychiatry","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9074000120162964,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320306108","display_name":"U.S. Department of Transportation","ror":"https://ror.org/02xfw2e90"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4388977526.pdf","grobid_xml":"https://content.openalex.org/works/W4388977526.grobid-xml"},"referenced_works_count":33,"referenced_works":["https://openalex.org/W1530622307","https://openalex.org/W1530898409","https://openalex.org/W1979423658","https://openalex.org/W2021664998","https://openalex.org/W2059450455","https://openalex.org/W2109209989","https://openalex.org/W2316214124","https://openalex.org/W2483548052","https://openalex.org/W2790621811","https://openalex.org/W2790872870","https://openalex.org/W2896457183","https://openalex.org/W2899024219","https://openalex.org/W2911489562","https://openalex.org/W2913785089","https://openalex.org/W2918195174","https://openalex.org/W2964121744","https://openalex.org/W2965503956","https://openalex.org/W2979653694","https://openalex.org/W2981050931","https://openalex.org/W2981713481","https://openalex.org/W3005023290","https://openalex.org/W3005287527","https://openalex.org/W3012919514","https://openalex.org/W3134153089","https://openalex.org/W3135835076","https://openalex.org/W3186670456","https://openalex.org/W3192561502","https://openalex.org/W3212542872","https://openalex.org/W4236532861","https://openalex.org/W4236924224","https://openalex.org/W4241155966","https://openalex.org/W4280508475","https://openalex.org/W4296492616"],"related_works":["https://openalex.org/W4320716547","https://openalex.org/W7125589490","https://openalex.org/W4323309617","https://openalex.org/W3158467291","https://openalex.org/W4393222711","https://openalex.org/W7219776862","https://openalex.org/W4413093818","https://openalex.org/W4285246212","https://openalex.org/W2904990534","https://openalex.org/W7170051023"],"abstract_inverted_index":{"Objective:":[0],"Evidence":[1],"suggests":[2],"that":[3,48],"high-quality":[4,189],"health":[5,28,197],"education":[6,29,198],"and":[7,26,30,36,65,70,74,84,107,112,119,136,158,199,217],"effective":[8],"communication":[9,31,200],"within":[10],"the":[11,99,114,178,208,215,220],"framework":[12],"of":[13,41,156,219],"social":[14],"support":[15],"hold":[16],"significant":[17],"potential":[18],"in":[19,152,176],"preventing":[20],"postpartum":[21],"depression.":[22],"Yet,":[23],"developing":[24],"trustworthy":[25],"engaging":[27],"materials":[32,192,221],"requires":[33],"extensive":[34],"expertise":[35],"substantial":[37],"resources.":[38],"In":[39,160],"light":[40],"this,":[42],"we":[43,121,184],"propose":[44],"an":[45,153],"innovative":[46],"approach":[47,203],"involves":[49],"leveraging":[50],"natural":[51],"language":[52],"processing":[53],"(NLP)":[54],"to":[55,68,88,105,188,206,212],"classify":[56],"publicly":[57],"accessible":[58],"lay":[59,80,190],"articles":[60,81,100,165],"based":[61,101],"on":[62,102],"their":[63,103],"relevance":[64,118,157,216],"subject":[66],"matter":[67],"pregnancy":[69,106],"mental":[71],"health.":[72],"Materials":[73],"methods:":[75],"We":[76],"manually":[77],"reviewed":[78],"online":[79],"from":[82,133],"credible":[83],"medically":[85],"validated":[86],"sources":[87],"create":[89],"a":[90,161],"gold":[91],"standard":[92],"corpus.":[93],"This":[94,202],"manual":[95],"review":[96],"process":[97],"categorized":[98],"pertinence":[104],"related":[108],"subtopics.":[109],"To":[110],"streamline":[111],"expand":[113],"classification":[115,155],"procedure":[116],"for":[117],"topics,":[120],"employed":[122],"advanced":[123],"NLP":[124],"models":[125],"such":[126],"as":[127,168,193],"Random":[128],"Forest,":[129],"Bidirectional":[130],"Encoder":[131],"Representations":[132],"Transformers":[134],"(BERT),":[135],"Generative":[137],"Pre-trained":[138],"Transformer":[139],"model":[140,146],"(gpt-3.5-turbo).":[141],"Results:":[142],".":[143],"A":[144],"BERT-based":[145],"performed":[147,171],"best":[148,172],"(F1":[149,173],"=":[150,174],"0.974)":[151],"end-to-end":[154],"topics.":[159,180],"two-step":[162],"approach,":[163],"given":[164],"already":[166],"classified":[167],"pregnancy-related,":[169],"gpt-3.5-turbo":[170],"0.972)":[175],"classifying":[177],"above":[179],"Discussion:":[181],"Utilizing":[182],"NLP,":[183],"can":[185],"guide":[186],"patients":[187],"reading":[191],"cost-effective,":[194],"readily":[195],"available":[196],"sources.":[201],"allows":[204],"us":[205],"scale":[207],"information":[209],"delivery":[210],"specifically":[211],"individuals,":[213],"enhancing":[214],"impact":[218],"provided.":[222]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4}],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2023-11-25T00:00:00"}
