{"id":"https://openalex.org/W2344973176","doi":"https://doi.org/10.1093/jamia/ocv216","title":"Will they participate? Predicting patients\u2019 response to clinical trial invitations in a pediatric emergency department","display_name":"Will they participate? Predicting patients\u2019 response to clinical trial invitations in a pediatric emergency department","publication_year":2016,"publication_date":"2016-04-27","ids":{"openalex":"https://openalex.org/W2344973176","doi":"https://doi.org/10.1093/jamia/ocv216","mag":"2344973176","pmid":"https://pubmed.ncbi.nlm.nih.gov/27121609"},"language":"en","primary_location":{"id":"doi:10.1093/jamia/ocv216","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocv216","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://escholarship.org/uc/item/3jc6w4mc","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013528584","display_name":"Yizhao Ni","orcid":"https://orcid.org/0000-0001-8599-454X"},"institutions":[{"id":"https://openalex.org/I1285204247","display_name":"Cincinnati Children's Hospital Medical Center","ror":"https://ror.org/01hcyya48","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285204247"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yizhao Ni","raw_affiliation_strings":["Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","institution_ids":["https://openalex.org/I1285204247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072022701","display_name":"Andrew F. Beck","orcid":"https://orcid.org/0000-0002-4262-663X"},"institutions":[{"id":"https://openalex.org/I1285204247","display_name":"Cincinnati Children's Hospital Medical Center","ror":"https://ror.org/01hcyya48","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285204247"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Andrew F Beck","raw_affiliation_strings":["Division of General and Community Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of General and Community Pediatrics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","institution_ids":["https://openalex.org/I1285204247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051608738","display_name":"Regina G. Taylor","orcid":null},"institutions":[{"id":"https://openalex.org/I1285204247","display_name":"Cincinnati Children's Hospital Medical Center","ror":"https://ror.org/01hcyya48","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285204247"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Regina Taylor","raw_affiliation_strings":["Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","institution_ids":["https://openalex.org/I1285204247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053272358","display_name":"Jenna Dyas","orcid":null},"institutions":[{"id":"https://openalex.org/I1285204247","display_name":"Cincinnati Children's Hospital Medical Center","ror":"https://ror.org/01hcyya48","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285204247"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jenna Dyas","raw_affiliation_strings":["Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","institution_ids":["https://openalex.org/I1285204247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062373822","display_name":"Imre Solti","orcid":null},"institutions":[{"id":"https://openalex.org/I1285204247","display_name":"Cincinnati Children's Hospital Medical Center","ror":"https://ror.org/01hcyya48","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285204247"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Imre Solti","raw_affiliation_strings":["Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","institution_ids":["https://openalex.org/I1285204247"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008606100","display_name":"Jacqueline Grupp\u2010Phelan","orcid":"https://orcid.org/0000-0002-8609-1171"},"institutions":[{"id":"https://openalex.org/I1285204247","display_name":"Cincinnati Children's Hospital Medical Center","ror":"https://ror.org/01hcyya48","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285204247"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jacqueline Grupp-Phelan","raw_affiliation_strings":["Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","institution_ids":["https://openalex.org/I1285204247"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030588353","display_name":"Judith W. Dexheimer","orcid":"https://orcid.org/0000-0002-4196-7846"},"institutions":[{"id":"https://openalex.org/I1285204247","display_name":"Cincinnati Children's Hospital Medical Center","ror":"https://ror.org/01hcyya48","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1285204247"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Judith W Dexheimer","raw_affiliation_strings":["Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","institution_ids":["https://openalex.org/I1285204247"]},{"raw_affiliation_string":"Division of Emergency Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, USA","institution_ids":["https://openalex.org/I1285204247"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5013528584"],"corresponding_institution_ids":["https://openalex.org/I1285204247"],"apc_list":{"value":3967,"currency":"USD","value_usd":3967},"apc_paid":null,"fwci":2.7761,"has_fulltext":false,"cited_by_count":25,"citation_normalized_percentile":{"value":0.91001874,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"23","issue":"4","first_page":"671","last_page":"680"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10582","display_name":"Ethics in Clinical Research","score":0.2906999886035919,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10582","display_name":"Ethics in Clinical Research","score":0.2906999886035919,"subfield":{"id":"https://openalex.org/subfields/2739","display_name":"Public Health, Environmental and Occupational Health"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10350","display_name":"Electronic Health Records Systems","score":0.18649999797344208,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.07609999924898148,"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/emergency-department","display_name":"Emergency department","score":0.6813805103302002},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6205652356147766},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.5817567706108093},{"id":"https://openalex.org/keywords/clinical-trial","display_name":"Clinical trial","score":0.53753262758255},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5300977826118469},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.4725764989852905},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45817041397094727},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4531325697898865},{"id":"https://openalex.org/keywords/test","display_name":"Test (biology)","score":0.44475480914115906},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3029770255088806},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.15260249376296997},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.12841367721557617},{"id":"https://openalex.org/keywords/nursing","display_name":"Nursing","score":0.0965329110622406}],"concepts":[{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.6813805103302002},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6205652356147766},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.5817567706108093},{"id":"https://openalex.org/C535046627","wikidata":"https://www.wikidata.org/wiki/Q30612","display_name":"Clinical trial","level":2,"score":0.53753262758255},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5300977826118469},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.4725764989852905},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45817041397094727},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4531325697898865},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.44475480914115906},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3029770255088806},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.15260249376296997},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.12841367721557617},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.0965329110622406},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000069550","descriptor_name":"Machine Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002648","descriptor_name":"Child","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002986","descriptor_name":"Clinical Trials as Topic","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","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":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006776","descriptor_name":"Hospitals, Pediatric","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006776","descriptor_name":"Hospitals, Pediatric","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006776","descriptor_name":"Hospitals, Pediatric","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010342","descriptor_name":"Patient Acceptance of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010342","descriptor_name":"Patient Acceptance of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010342","descriptor_name":"Patient Acceptance of Health Care","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010358","descriptor_name":"Patient Participation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010358","descriptor_name":"Patient Participation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010358","descriptor_name":"Patient Participation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.1093/jamia/ocv216","is_oa":false,"landing_page_url":"https://doi.org/10.1093/jamia/ocv216","pdf_url":null,"source":{"id":"https://openalex.org/S129839026","display_name":"Journal of the American Medical Informatics Association","issn_l":"1067-5027","issn":["1067-5027","1527-974X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of the American Medical Informatics Association","raw_type":"journal-article"},{"id":"pmid:27121609","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27121609","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":"Journal of the American Medical Informatics Association : JAMIA","raw_type":null},{"id":"pmh:ark:/13030/qt3jc6w4mc","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":null},{"id":"pmh:oai:escholarship.org:ark:/13030/qt3jc6w4mc","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/3jc6w4mc","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of the American Medical Informatics Association, vol 23, iss 4","raw_type":"article"},{"id":"pmh:oai:open-archive.highwire.org:jaminfo:23/4/671","is_oa":false,"landing_page_url":"http://jamia.oxfordjournals.org/cgi/content/short/23/4/671","pdf_url":null,"source":{"id":"https://openalex.org/S4406923041","display_name":"HighWire Press Open Archive","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"TEXT"},{"id":"pmh:oai:pubmedcentral.nih.gov:4926740","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4926740","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":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"J Am Med Inform Assoc","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:escholarship.org:ark:/13030/qt3jc6w4mc","is_oa":true,"landing_page_url":"https://escholarship.org/uc/item/3jc6w4mc","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Journal of the American Medical Informatics Association, vol 23, iss 4","raw_type":"article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","score":0.699999988079071,"id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W166169566","https://openalex.org/W181033957","https://openalex.org/W1495377470","https://openalex.org/W1510073064","https://openalex.org/W1511605526","https://openalex.org/W1587896239","https://openalex.org/W1594987289","https://openalex.org/W1644997609","https://openalex.org/W1663973292","https://openalex.org/W1814363168","https://openalex.org/W1947130738","https://openalex.org/W1956344866","https://openalex.org/W1962297384","https://openalex.org/W1970298029","https://openalex.org/W1977145866","https://openalex.org/W1986493711","https://openalex.org/W1988462732","https://openalex.org/W1989385699","https://openalex.org/W2000316031","https://openalex.org/W2001069868","https://openalex.org/W2003160405","https://openalex.org/W2008951071","https://openalex.org/W2009355437","https://openalex.org/W2011524302","https://openalex.org/W2016925475","https://openalex.org/W2029657926","https://openalex.org/W2036040132","https://openalex.org/W2053328848","https://openalex.org/W2053479646","https://openalex.org/W2054954109","https://openalex.org/W2057937065","https://openalex.org/W2059490314","https://openalex.org/W2077723394","https://openalex.org/W2100395035","https://openalex.org/W2102894134","https://openalex.org/W2106636419","https://openalex.org/W2115792042","https://openalex.org/W2120176508","https://openalex.org/W2120271380","https://openalex.org/W2120539430","https://openalex.org/W2128349159","https://openalex.org/W2129115519","https://openalex.org/W2129315707","https://openalex.org/W2129915352","https://openalex.org/W2135902607","https://openalex.org/W2138163496","https://openalex.org/W2141123937","https://openalex.org/W2146109097","https://openalex.org/W2150229987","https://openalex.org/W2161722055","https://openalex.org/W2167219040","https://openalex.org/W2169767637","https://openalex.org/W2184549704","https://openalex.org/W2188511695","https://openalex.org/W2319990671","https://openalex.org/W2423665124","https://openalex.org/W2577038299","https://openalex.org/W2911964244","https://openalex.org/W3125108001","https://openalex.org/W4212863985","https://openalex.org/W4292022450","https://openalex.org/W6664029786","https://openalex.org/W6680403489","https://openalex.org/W6683927731","https://openalex.org/W6717595842"],"related_works":["https://openalex.org/W4384345078","https://openalex.org/W4385649027","https://openalex.org/W2791973335","https://openalex.org/W2384709362","https://openalex.org/W2769982907","https://openalex.org/W2079855793","https://openalex.org/W4252242999","https://openalex.org/W2776564670","https://openalex.org/W2791856151","https://openalex.org/W2076766643"],"abstract_inverted_index":{"OBJECTIVE:":[0],"(1)":[1],"To":[2],"develop":[3],"an":[4],"automated":[5,121],"algorithm":[6,32],"to":[7,29,56,75,111,162,218,252],"predict":[8],"a":[9,24,43,50],"patient's":[10],"response":[11,74,125,165,251],"(ie,":[12],"if":[13],"the":[14,31,35,113,120,142,155,163,169,172,182,193,198,203,205,240,243],"patient":[15,39,146],"agrees":[16],"or":[17],"declines)":[18],"before":[19],"he/she":[20],"is":[21],"approached":[22],"for":[23,42,59,126],"clinical":[25,47,80,106],"trial":[26,76,253],"invitation;":[27],"(2)":[28],"assess":[30],"performance":[33,138,179],"and":[34,54,94,105,129,152,190,211],"predictors":[36,107],"on":[37,78,141,186,192],"real-world":[38],"recruitment":[40,244],"data":[41],"diverse":[44],"set":[45],"of":[46,144,242],"trials":[48,81],"in":[49,62,238],"pediatric":[51],"emergency":[52],"department;":[53],"(3)":[55],"identify":[57],"directions":[58],"future":[60],"studies":[61],"predicting":[63,248],"patients'":[64,73,114,249],"participation":[65,124,250],"response.":[66],"MATERIALS":[67],"AND":[68],"METHODS:":[69],"We":[70],"collected":[71],"3345":[72],"invitations":[77],"18":[79],"at":[82],"one":[83],"center":[84],"that":[85,167,214,231],"were":[86,158],"actively":[87],"enrolling":[88],"patients":[89,128],"between":[90],"January":[91],"1,":[92],"2010":[93],"December":[95],"31,":[96],"2012.":[97],"In":[98],"parallel,":[99],"we":[100,229],"retrospectively":[101],"extracted":[102],"demographic,":[103],"socioeconomic,":[104],"from":[108,226],"multiple":[109,227],"sources":[110],"represent":[112],"profiles.":[115],"Leveraging":[116],"machine":[117,173,232],"learning":[118,174,233],"methodology,":[119],"algorithms":[122,175,234],"predicted":[123],"individual":[127],"identified":[130,212],"influential":[131],"features":[132,200],"associated":[133],"with":[134],"their":[135],"decision-making.":[136],"The":[137],"was":[139],"validated":[140],"collection":[143],"actual":[145],"response,":[147],"where":[148],"precision,":[149],"recall,":[150],"F-measure,":[151],"area":[153],"under":[154,181],"ROC":[156,183],"curve":[157],"assessed.":[159],"RESULTS:":[160],"Compared":[161],"random":[164],"predictor":[166],"simulated":[168],"current":[170],"practice,":[171],"achieved":[176],"significantly":[177],"better":[178],"(Precision/Recall/F-measure/area":[180],"curve:":[184],"70.82%/92.02%/80.04%/72.78%":[185],"10-fold":[187],"cross":[188],"validation":[189],"71.52%/92.68%/80.74%/75.74%":[191],"test":[194],"set).":[195],"By":[196,222],"analyzing":[197],"significant":[199],"output":[201],"by":[202,246],"algorithms,":[204],"study":[206],"confirmed":[207],"several":[208],"literature":[209],"findings":[210],"challenges":[213],"could":[215],"be":[216],"mitigated":[217],"optimize":[219],"recruitment.":[220],"CONCLUSION:":[221],"exploiting":[223],"predictive":[224],"variables":[225],"sources,":[228],"demonstrated":[230],"have":[235],"great":[236],"potential":[237],"improving":[239],"effectiveness":[241],"process":[245],"automatically":[247],"invitations.":[254]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":5},{"year":2016,"cited_by_count":1}],"updated_date":"2026-05-21T09:19:25.381259","created_date":"2025-10-10T00:00:00"}