{"id":"https://openalex.org/W2998028951","doi":"https://doi.org/10.1186/s12911-020-01131-z","title":"AutoDiscern: rating the quality of online health information with hierarchical encoder attention-based neural networks","display_name":"AutoDiscern: rating the quality of online health information with hierarchical encoder attention-based neural networks","publication_year":2020,"publication_date":"2020-06-09","ids":{"openalex":"https://openalex.org/W2998028951","doi":"https://doi.org/10.1186/s12911-020-01131-z","mag":"2998028951","pmid":"https://pubmed.ncbi.nlm.nih.gov/32517759"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-020-01131-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-01131-z","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-01131-z","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-01131-z","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5088518839","display_name":"Laura Kinkead","orcid":null},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I4210100468","display_name":"University Hospital of Zurich","ror":"https://ror.org/01462r250","country_code":"CH","type":"funder","lineage":["https://openalex.org/I4210100468"]}],"countries":["CH"],"is_corresponding":true,"raw_author_name":"Laura Kinkead","raw_affiliation_strings":["Biomedical Informatics, University Hospital of Zurich, Zurich, Switzerland","Department of Quantitative Biomedicine, UZH, Schmelzbergstrasse 26, Zurich, Switzerland","University of zurich;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Informatics, University Hospital of Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I4210100468"]},{"raw_affiliation_string":"Department of Quantitative Biomedicine, UZH, Schmelzbergstrasse 26, Zurich, Switzerland","institution_ids":[]},{"raw_affiliation_string":"University of zurich;","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062401184","display_name":"Ahmed Allam","orcid":"https://orcid.org/0000-0003-0871-1977"},"institutions":[{"id":"https://openalex.org/I131328143","display_name":"Union Bank of Switzerland","ror":"https://ror.org/01ekk8h85","country_code":"CH","type":"funder","lineage":["https://openalex.org/I131328143"]},{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I4210100468","display_name":"University Hospital of Zurich","ror":"https://ror.org/01462r250","country_code":"CH","type":"funder","lineage":["https://openalex.org/I4210100468"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Ahmed Allam","raw_affiliation_strings":["Biomedical Informatics, University Hospital of Zurich, Zurich, Switzerland. ahmed.allam@uzh.ch","Department of Quantitative Biomedicine, UZH, Schmelzbergstrasse 26, Zurich, Switzerland. ahmed.allam@uzh.ch","University of zurich;"],"raw_orcid":"https://orcid.org/0000-0003-0871-1977","affiliations":[{"raw_affiliation_string":"Biomedical Informatics, University Hospital of Zurich, Zurich, Switzerland. ahmed.allam@uzh.ch","institution_ids":["https://openalex.org/I4210100468"]},{"raw_affiliation_string":"Department of Quantitative Biomedicine, UZH, Schmelzbergstrasse 26, Zurich, Switzerland. ahmed.allam@uzh.ch","institution_ids":["https://openalex.org/I131328143"]},{"raw_affiliation_string":"University of zurich;","institution_ids":["https://openalex.org/I202697423"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025057284","display_name":"Michael Krauthammer","orcid":"https://orcid.org/0000-0002-4808-1845"},"institutions":[{"id":"https://openalex.org/I202697423","display_name":"University of Zurich","ror":"https://ror.org/02crff812","country_code":"CH","type":"education","lineage":["https://openalex.org/I202697423"]},{"id":"https://openalex.org/I32971472","display_name":"Yale University","ror":"https://ror.org/03v76x132","country_code":"US","type":"education","lineage":["https://openalex.org/I32971472"]},{"id":"https://openalex.org/I4210100468","display_name":"University Hospital of Zurich","ror":"https://ror.org/01462r250","country_code":"CH","type":"funder","lineage":["https://openalex.org/I4210100468"]}],"countries":["CH","US"],"is_corresponding":false,"raw_author_name":"Michael Krauthammer","raw_affiliation_strings":["Biomedical Informatics, University Hospital of Zurich, Zurich, Switzerland","Department of Pathology, Yale University School of Medicine, New Haven, USA","Department of Quantitative Biomedicine, UZH, Schmelzbergstrasse 26, Zurich, Switzerland","University of zurich;"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biomedical Informatics, University Hospital of Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I4210100468"]},{"raw_affiliation_string":"Department of Pathology, Yale University School of Medicine, New Haven, USA","institution_ids":["https://openalex.org/I32971472"]},{"raw_affiliation_string":"Department of Quantitative Biomedicine, UZH, Schmelzbergstrasse 26, Zurich, Switzerland","institution_ids":[]},{"raw_affiliation_string":"University of zurich;","institution_ids":["https://openalex.org/I202697423"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5088518839"],"corresponding_institution_ids":["https://openalex.org/I202697423","https://openalex.org/I4210100468"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":0.2778,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.66380095,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"20","issue":"1","first_page":"104","last_page":"104"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10737","display_name":"Health Literacy and Information Accessibility","score":0.9484000205993652,"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":0.9484000205993652,"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/T11147","display_name":"Misinformation and Its Impacts","score":0.013100000098347664,"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"}},{"id":"https://openalex.org/T12027","display_name":"Social Media in Health Education","score":0.004000000189989805,"subfield":{"id":"https://openalex.org/subfields/3306","display_name":"Health"},"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/misinformation","display_name":"Misinformation","score":0.7570708990097046},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7147514820098877},{"id":"https://openalex.org/keywords/random-forest","display_name":"Random forest","score":0.6599857807159424},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.618869960308075},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5904344320297241},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.581835925579071},{"id":"https://openalex.org/keywords/macro","display_name":"Macro","score":0.5789057612419128},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5387722849845886},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.4992179870605469},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.47718846797943115},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1882457137107849},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.1216135025024414}],"concepts":[{"id":"https://openalex.org/C2776990098","wikidata":"https://www.wikidata.org/wiki/Q13579947","display_name":"Misinformation","level":2,"score":0.7570708990097046},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7147514820098877},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.6599857807159424},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.618869960308075},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5904344320297241},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.581835925579071},{"id":"https://openalex.org/C166955791","wikidata":"https://www.wikidata.org/wiki/Q629579","display_name":"Macro","level":2,"score":0.5789057612419128},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5387722849845886},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.4992179870605469},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.47718846797943115},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1882457137107849},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.1216135025024414},{"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/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006282","descriptor_name":"Health Personnel","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":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D007802","descriptor_name":"Language","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D020407","descriptor_name":"Internet","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D054626","descriptor_name":"Consumer Health Information","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D054626","descriptor_name":"Consumer Health Information","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D054626","descriptor_name":"Consumer Health Information","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true}],"locations_count":9,"locations":[{"id":"doi:10.1186/s12911-020-01131-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-01131-z","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-01131-z","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:32517759","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32517759","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":"BMC medical informatics and decision making","raw_type":null},{"id":"pmh:oai:www.zora.uzh.ch:197941","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401281","display_name":"Zurich Open Repository and Archive (University of Zurich)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I202697423","host_organization_name":"University of Zurich","host_organization_lineage":["https://openalex.org/I202697423"],"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":"Kinkead, Laura; Allam, Ahmed; Krauthammer, Michael  (2020). AutoDiscern: rating the quality of online health information with hierarchical encoder attention-based neural networks.  BMC Medical Informatics and Decision Making, 20:104.","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:arXiv.org:1912.12999","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1912.12999","pdf_url":"https://arxiv.org/pdf/1912.12999","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"mag:2998028951","is_oa":true,"landing_page_url":"https://arxiv.org/pdf/1912.12999","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},{"id":"pmh:oai:doaj.org/article:a22bc4c46a854c598a4117525d791f8e","is_oa":true,"landing_page_url":"https://doaj.org/article/a22bc4c46a854c598a4117525d791f8e","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,"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":"BMC Medical Informatics and Decision Making, Vol 20, Iss 1, Pp 1-13 (2020)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:7285491","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7285491","pdf_url":null,"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,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Med Inform Decis Mak","raw_type":"Text"},{"id":"doi:10.48550/arxiv.1912.12999","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.1912.12999","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"},{"id":"doi:10.5167/uzh-197941","is_oa":true,"landing_page_url":"https://doi.org/10.5167/uzh-197941","pdf_url":null,"source":{"id":"https://openalex.org/S7407051291","display_name":"Universit\u00e4t Z\u00fcrich, ZORA","issn_l":null,"issn":[],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article-journal"}],"best_oa_location":{"id":"doi:10.1186/s12911-020-01131-z","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-020-01131-z","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/track/pdf/10.1186/s12911-020-01131-z","source":{"id":"https://openalex.org/S107516304","display_name":"BMC Medical Informatics and Decision Making","issn_l":"1472-6947","issn":["1472-6947"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5899999737739563,"id":"https://metadata.un.org/sdg/1","display_name":"No poverty"}],"awards":[{"id":"https://openalex.org/G4280632713","display_name":null,"funder_award_id":"P2TIP1-161635","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G4694425645","display_name":"A-DISCERN: Identifying high-quality online information on medical treatment options","funder_award_id":"161635","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"},{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2998028951.pdf","grobid_xml":"https://content.openalex.org/works/W2998028951.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1499933576","https://openalex.org/W1872909666","https://openalex.org/W1902237438","https://openalex.org/W1904811031","https://openalex.org/W1924770834","https://openalex.org/W1956351727","https://openalex.org/W1978853391","https://openalex.org/W1980379758","https://openalex.org/W1981276685","https://openalex.org/W1995039629","https://openalex.org/W2011153976","https://openalex.org/W2014980529","https://openalex.org/W2014981322","https://openalex.org/W2064675550","https://openalex.org/W2095705004","https://openalex.org/W2099342305","https://openalex.org/W2101234009","https://openalex.org/W2107878631","https://openalex.org/W2123109647","https://openalex.org/W2124388055","https://openalex.org/W2129154022","https://openalex.org/W2132339004","https://openalex.org/W2133564696","https://openalex.org/W2144499799","https://openalex.org/W2157331557","https://openalex.org/W2418052429","https://openalex.org/W2489487449","https://openalex.org/W2527999746","https://openalex.org/W2582146834","https://openalex.org/W2620789444","https://openalex.org/W2626778328","https://openalex.org/W2899771611","https://openalex.org/W2900176719","https://openalex.org/W2911489562","https://openalex.org/W2943865428","https://openalex.org/W2953958347","https://openalex.org/W2962369866","https://openalex.org/W2963341956","https://openalex.org/W2979826702"],"related_works":["https://openalex.org/W2588706215","https://openalex.org/W3163793633","https://openalex.org/W2741304513","https://openalex.org/W2988857752","https://openalex.org/W1605255333","https://openalex.org/W3207668736","https://openalex.org/W39196805","https://openalex.org/W3096210881","https://openalex.org/W2594442825","https://openalex.org/W3127335234","https://openalex.org/W3112486417","https://openalex.org/W3119787821","https://openalex.org/W3098105490","https://openalex.org/W2795736498","https://openalex.org/W3068816419","https://openalex.org/W2470096780","https://openalex.org/W2017227993","https://openalex.org/W2135797260","https://openalex.org/W3210442018","https://openalex.org/W3190081348"],"abstract_inverted_index":{"BACKGROUND:":[0],"Patients":[1],"increasingly":[2],"turn":[3],"to":[4,32,61,73,77,81,178,217,233,248],"search":[5],"engines":[6],"and":[7,40,129,135,147,167,173],"online":[8,66,235],"content":[9],"before,":[10],"or":[11],"in":[12,35,187,252],"place":[13],"of,":[14],"talking":[15],"with":[16,45,113],"a":[17,41,108,116],"health":[18,22,67,83,236],"professional.":[19],"Low":[20],"quality":[21,64,238],"information,":[23],"which":[24,240],"is":[25,231,241],"common":[26],"on":[27],"the":[28,33,36,51,63,75,82,94,105,151,160,188,202,205,218,253],"internet,":[29],"presents":[30],"risks":[31],"patient":[34],"form":[37],"of":[38,57,65,93,107,115,145],"misinformation":[39],"possibly":[42],"poorer":[43],"relationship":[44],"their":[46],"physician.":[47],"To":[48],"address":[49],"this,":[50],"DISCERN":[52,95,207],"criteria":[53,80,144],"(developed":[54],"at":[55,171],"University":[56],"Oxford)":[58],"are":[59,71],"used":[60],"evaluate":[62],"information.":[68],"However,":[69],"patients":[70,247],"unlikely":[72],"take":[74],"time":[76],"apply":[78],"these":[79],"websites":[84],"they":[85],"visit.":[86],"METHODS:":[87],"We":[88,103],"built":[89],"an":[90,222,242],"automated":[91],"implementation":[92],"instrument":[96],"(Brief":[97],"version)":[98],"using":[99,124],"machine":[100],"learning":[101],"models.":[102],"compared":[104,177,216],"performance":[106,213],"traditional":[109],"model":[110,123,154],"(Random":[111],"Forest)":[112],"that":[114,229],"hierarchical":[117],"encoder":[118],"attention-based":[119],"neural":[120,161],"network":[121,162],"(HEA)":[122],"two":[125],"language":[126],"embeddings,":[127],"BERT":[128,134],"BioBERT.":[130],"RESULTS:":[131],"The":[132,183],"HEA":[133,189],"BioBERT":[136],"models":[137,164],"achieved":[138,165],"average":[139,169],"F1-macro":[140,156],"scores":[141],"across":[142],"all":[143],"0.75":[146],"0.74,":[148],"respectively,":[149,176],"outperforming":[150],"Random":[152],"Forest":[153],"(average":[155],"=":[157],"0.69).":[158],"Overall,":[159],"based":[163],"81%":[166],"86%":[168],"accuracy":[170],"100%":[172],"80%":[174],"coverage,":[175],"94%":[179],"manual":[180],"rating":[181],"accuracy.":[182],"attention":[184,223],"mechanism":[185],"implemented":[186],"architectures":[190],"not":[191],"only":[192],"provided":[193],"'model":[194],"explainability'":[195],"by":[196,214],"identifying":[197],"reasonable":[198],"supporting":[199],"sentences":[200],"for":[201],"documents":[203],"fulfilling":[204],"Brief":[206],"criteria,":[208],"but":[209],"also":[210],"boosted":[211],"F1":[212],"0.05":[215],"same":[219],"architecture":[220],"without":[221],"mechanism.":[224],"CONCLUSIONS:":[225],"Our":[226],"research":[227],"suggests":[228],"it":[230],"feasible":[232],"automate":[234],"information":[237],"assessment,":[239],"important":[243],"step":[244],"towards":[245],"empowering":[246],"become":[249],"informed":[250],"partners":[251],"healthcare":[254],"process.":[255]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
