{"id":"https://openalex.org/W4413050748","doi":"https://doi.org/10.3233/shti251145","title":"Transforming Literature Reviews in Healthcare Research with Artificial Intelligence: Preliminary Insights","display_name":"Transforming Literature Reviews in Healthcare Research with Artificial Intelligence: Preliminary Insights","publication_year":2025,"publication_date":"2025-08-07","ids":{"openalex":"https://openalex.org/W4413050748","doi":"https://doi.org/10.3233/shti251145","pmid":"https://pubmed.ncbi.nlm.nih.gov/40776162"},"language":"en","primary_location":{"id":"doi:10.3233/shti251145","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251145","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.3233/shti251145","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102761044","display_name":"Christie L. Martin","orcid":"https://orcid.org/0000-0003-1685-0205"},"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"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Christie L. Martin","raw_affiliation_strings":["University of Minnesota School of Nursing, Minneapolis, MN, USA"],"affiliations":[{"raw_affiliation_string":"University of Minnesota School of Nursing, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028524700","display_name":"Caitlin Bakker","orcid":"https://orcid.org/0000-0003-4154-8382"},"institutions":[{"id":"https://openalex.org/I194028371","display_name":"University of Regina","ror":"https://ror.org/03dzc0485","country_code":"CA","type":"education","lineage":["https://openalex.org/I194028371"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Caitlin J. Bakker","raw_affiliation_strings":["University of Regina, Regina, SK, Canada"],"affiliations":[{"raw_affiliation_string":"University of Regina, Regina, SK, Canada","institution_ids":["https://openalex.org/I194028371"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059446032","display_name":"Jenna L. Marquard","orcid":"https://orcid.org/0000-0002-1256-6699"},"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"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenna L. Marquard","raw_affiliation_strings":["University of Minnesota School of Nursing, Minneapolis, MN, USA"],"affiliations":[{"raw_affiliation_string":"University of Minnesota School of Nursing, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009568863","display_name":"Scott Sittig","orcid":"https://orcid.org/0000-0002-7179-152X"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Scott Sittig","raw_affiliation_strings":["University of Louisiana at Lafayette, Lafayette, LA, USA"],"affiliations":[{"raw_affiliation_string":"University of Louisiana at Lafayette, Lafayette, LA, USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109805844","display_name":"Jean Pierre Allain","orcid":"https://orcid.org/0000-0001-5230-1030"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jennifer Allain","raw_affiliation_strings":["University of Louisiana at Lafayette, Lafayette, LA, USA"],"affiliations":[{"raw_affiliation_string":"University of Louisiana at Lafayette, Lafayette, LA, USA","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119242220","display_name":"Akshitha D. Gopikrishnan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162489","display_name":"Friendship College","ror":"https://ror.org/047t0gj04","country_code":"US","type":"education","lineage":["https://openalex.org/I4210162489"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Akshitha D. Gopikrishnan","raw_affiliation_strings":["Rock Hill High School, Frisco, TX, USA"],"affiliations":[{"raw_affiliation_string":"Rock Hill High School, Frisco, TX, USA","institution_ids":["https://openalex.org/I4210162489"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036570838","display_name":"Ming\u2010Yuan Chih","orcid":"https://orcid.org/0000-0001-7130-1415"},"institutions":[{"id":"https://openalex.org/I143302722","display_name":"University of Kentucky","ror":"https://ror.org/02k3smh20","country_code":"US","type":"education","lineage":["https://openalex.org/I143302722"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ming-Yuan Chih","raw_affiliation_strings":["University of Kentucky, Lexington, KY, USA"],"affiliations":[{"raw_affiliation_string":"University of Kentucky, Lexington, KY, USA","institution_ids":["https://openalex.org/I143302722"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035241326","display_name":"K. Kim","orcid":null},"institutions":[{"id":"https://openalex.org/I1291847170","display_name":"California Health and Human Services Agency","ror":"https://ror.org/03q5mqx63","country_code":"US","type":"government","lineage":["https://openalex.org/I1291847170"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kathy K. Kim","raw_affiliation_strings":["Health Tequity LLC, Berkeley, CA, USA"],"affiliations":[{"raw_affiliation_string":"Health Tequity LLC, Berkeley, CA, USA","institution_ids":["https://openalex.org/I1291847170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029527864","display_name":"Vincent Peta","orcid":"https://orcid.org/0000-0002-9901-5207"},"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"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vincent J. Peta","raw_affiliation_strings":["University of Minnesota Department of Surgery, Minneapolis, MN, USA"],"affiliations":[{"raw_affiliation_string":"University of Minnesota Department of Surgery, Minneapolis, MN, USA","institution_ids":["https://openalex.org/I130238516"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103144742","display_name":"Grace Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I142767807","display_name":"St. Catherine University","ror":"https://ror.org/03x1f1d90","country_code":"US","type":"education","lineage":["https://openalex.org/I142767807"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Grace Gao","raw_affiliation_strings":["Saint Catherine University, Saint Paul, MN, USA"],"affiliations":[{"raw_affiliation_string":"Saint Catherine University, Saint Paul, MN, USA","institution_ids":["https://openalex.org/I142767807"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5102761044"],"corresponding_institution_ids":["https://openalex.org/I130238516"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31007394,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"329","issue":null,"first_page":"1648","last_page":"1649"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9017000198364258,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9017000198364258,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/health-care","display_name":"Health care","score":0.5396357774734497},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4206881523132324},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3924328088760376},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.34928473830223083},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3207893371582031},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.15536820888519287}],"concepts":[{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.5396357774734497},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4206881523132324},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3924328088760376},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.34928473830223083},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3207893371582031},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.15536820888519287},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006302","descriptor_name":"Health Services Research","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012196","descriptor_name":"Review Literature as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012196","descriptor_name":"Review Literature as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012196","descriptor_name":"Review Literature as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057225","descriptor_name":"Data Mining","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.3233/shti251145","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251145","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},{"id":"pmid:40776162","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40776162","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":"Studies in health technology and informatics","raw_type":null}],"best_oa_location":{"id":"doi:10.3233/shti251145","is_oa":true,"landing_page_url":"https://doi.org/10.3233/shti251145","pdf_url":null,"source":{"id":"https://openalex.org/S4210179765","display_name":"Studies in health technology and informatics","issn_l":"0926-9630","issn":["0926-9630","1879-8365"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"book series"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Studies in Health Technology and Informatics","raw_type":"book-chapter"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"A":[0],"rapidly":[1],"expanding":[2],"array":[3],"of":[4,33],"Artificial":[5],"Intelligence":[6],"(AI)":[7],"tools,":[8],"with":[9],"continually":[10],"evolving":[11],"features":[12],"and":[13,26,39],"functionalities,":[14],"offers":[15],"unprecedented":[16],"opportunities":[17],"to":[18],"streamline":[19],"literature":[20],"reviews,":[21],"expediting":[22],"the":[23],"screening,":[24],"extraction,":[25],"synthesis":[27],"phases.":[28],"We":[29],"present":[30],"preliminary":[31],"findings":[32],"evaluating":[34],"various":[35],"AI":[36],"tools'":[37],"strengths":[38],"limitations.":[40]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
