{"id":"https://openalex.org/W4391653917","doi":"https://doi.org/10.1186/s12911-024-02450-1","title":"Prediction of emergency department revisits among child and youth mental health outpatients using deep learning techniques","display_name":"Prediction of emergency department revisits among child and youth mental health outpatients using deep learning techniques","publication_year":2024,"publication_date":"2024-02-08","ids":{"openalex":"https://openalex.org/W4391653917","doi":"https://doi.org/10.1186/s12911-024-02450-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/38331816"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-024-02450-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02450-1","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02450-1","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":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02450-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5093216704","display_name":"Simran Saggu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161256","display_name":"Impact","ror":"https://ror.org/05d9dsr70","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210161256"]},{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Simran Saggu","raw_affiliation_strings":["Department of Health Research Methodology, Evidence & Impact, McMaster University, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health Research Methodology, Evidence & Impact, McMaster University, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada","institution_ids":["https://openalex.org/I4210161256","https://openalex.org/I98251732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057746142","display_name":"Hirad Daneshvar","orcid":"https://orcid.org/0000-0002-6210-9306"},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Hirad Daneshvar","raw_affiliation_strings":["Department of Electrical, Computer and Biomedical Engineering, Toronto Metropolitan University, 350 Victoria Street, Toronto, Ontario, M5B 2K3, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer and Biomedical Engineering, Toronto Metropolitan University, 350 Victoria Street, Toronto, Ontario, M5B 2K3, Canada","institution_ids":["https://openalex.org/I530967"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026763818","display_name":"Reza Samavi","orcid":"https://orcid.org/0000-0001-6768-0168"},"institutions":[{"id":"https://openalex.org/I530967","display_name":"Toronto Metropolitan University","ror":"https://ror.org/05g13zd79","country_code":"CA","type":"education","lineage":["https://openalex.org/I530967"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Reza Samavi","raw_affiliation_strings":["Department of Electrical, Computer and Biomedical Engineering, Toronto Metropolitan University, 350 Victoria Street, Toronto, Ontario, M5B 2K3, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical, Computer and Biomedical Engineering, Toronto Metropolitan University, 350 Victoria Street, Toronto, Ontario, M5B 2K3, Canada","institution_ids":["https://openalex.org/I530967"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080278394","display_name":"Paulo Pires","orcid":"https://orcid.org/0000-0002-2586-9955"},"institutions":[{"id":"https://openalex.org/I2801880889","display_name":"McMaster Children's Hospital","ror":"https://ror.org/03cegwq60","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801880889","https://openalex.org/I76442945"]},{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Paulo Pires","raw_affiliation_strings":["Department of Psychiatry & Behavioural Neurosciences, McMaster University, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada","McMaster Children's Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry & Behavioural Neurosciences, McMaster University, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada","institution_ids":["https://openalex.org/I98251732"]},{"raw_affiliation_string":"McMaster Children's Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada","institution_ids":["https://openalex.org/I2801880889"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020523131","display_name":"Roberto B. Sassi","orcid":"https://orcid.org/0000-0001-8862-0930"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Roberto B. Sassi","raw_affiliation_strings":["Department of Psychiatry, University of British Columbia, UBC Vancouver Campus, Vancouver, BC, V6T 2A1, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, University of British Columbia, UBC Vancouver Campus, Vancouver, BC, V6T 2A1, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062284387","display_name":"Thomas E. Doyle","orcid":"https://orcid.org/0000-0003-1059-110X"},"institutions":[{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Thomas E. Doyle","raw_affiliation_strings":["Department of Electrical & Computer Engineering, McMaster University, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical & Computer Engineering, McMaster University, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada","institution_ids":["https://openalex.org/I98251732"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108876477","display_name":"Judy Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I2801880889","display_name":"McMaster Children's Hospital","ror":"https://ror.org/03cegwq60","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801880889","https://openalex.org/I76442945"]},{"id":"https://openalex.org/I76442945","display_name":"Hamilton Health Sciences","ror":"https://ror.org/02dqdxm48","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I76442945"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Judy Zhao","raw_affiliation_strings":["McMaster Children's Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada","McMaster Children\u2019s Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McMaster Children's Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada","institution_ids":["https://openalex.org/I2801880889"]},{"raw_affiliation_string":"McMaster Children\u2019s Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada","institution_ids":["https://openalex.org/I2801880889","https://openalex.org/I76442945"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093216705","display_name":"Ahmad Mauluddin","orcid":null},"institutions":[{"id":"https://openalex.org/I2801880889","display_name":"McMaster Children's Hospital","ror":"https://ror.org/03cegwq60","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801880889","https://openalex.org/I76442945"]},{"id":"https://openalex.org/I76442945","display_name":"Hamilton Health Sciences","ror":"https://ror.org/02dqdxm48","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I76442945"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Ahmad Mauluddin","raw_affiliation_strings":["McMaster Children's Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada","McMaster Children\u2019s Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"McMaster Children's Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada","institution_ids":["https://openalex.org/I2801880889"]},{"raw_affiliation_string":"McMaster Children\u2019s Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada","institution_ids":["https://openalex.org/I2801880889","https://openalex.org/I76442945"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091078587","display_name":"Laura Duncan","orcid":"https://orcid.org/0000-0001-7120-6629"},"institutions":[{"id":"https://openalex.org/I2801880889","display_name":"McMaster Children's Hospital","ror":"https://ror.org/03cegwq60","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2801880889","https://openalex.org/I76442945"]},{"id":"https://openalex.org/I76442945","display_name":"Hamilton Health Sciences","ror":"https://ror.org/02dqdxm48","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I76442945"]},{"id":"https://openalex.org/I98251732","display_name":"McMaster University","ror":"https://ror.org/02fa3aq29","country_code":"CA","type":"education","lineage":["https://openalex.org/I98251732"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Laura Duncan","raw_affiliation_strings":["Department of Psychiatry & Behavioural Neurosciences, McMaster University, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada. duncanlj@mcmaster.ca","McMaster Children's Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada. duncanlj@mcmaster.ca","McMaster Children\u2019s Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada"],"raw_orcid":"https://orcid.org/0000-0001-7120-6629","affiliations":[{"raw_affiliation_string":"Department of Psychiatry & Behavioural Neurosciences, McMaster University, 1280 Main St W, Hamilton, Ontario, L8S 4K1, Canada. duncanlj@mcmaster.ca","institution_ids":["https://openalex.org/I98251732"]},{"raw_affiliation_string":"McMaster Children's Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada. duncanlj@mcmaster.ca","institution_ids":["https://openalex.org/I2801880889"]},{"raw_affiliation_string":"McMaster Children\u2019s Hospital, Hamilton Health Sciences, 1200 Main St West, Hamilton, Ontario, L8N 3Z5, Canada","institution_ids":["https://openalex.org/I2801880889","https://openalex.org/I76442945"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5091078587"],"corresponding_institution_ids":["https://openalex.org/I2801880889","https://openalex.org/I76442945","https://openalex.org/I98251732"],"apc_list":{"value":2690,"currency":"USD","value_usd":2690},"apc_paid":{"value":2690,"currency":"USD","value_usd":2690},"fwci":13.1504,"has_fulltext":true,"cited_by_count":23,"citation_normalized_percentile":{"value":0.99248034,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"24","issue":"1","first_page":"42","last_page":"42"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11095","display_name":"Emergency and Acute Care Studies","score":0.7300999760627747,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"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/T11095","display_name":"Emergency and Acute Care Studies","score":0.7300999760627747,"subfield":{"id":"https://openalex.org/subfields/2711","display_name":"Emergency Medicine"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.11069999635219574,"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/T10350","display_name":"Electronic Health Records Systems","score":0.013100000098347664,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.7904210090637207},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.7154340744018555},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6613788604736328},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5771933197975159},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.5552600026130676},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5551851391792297},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5167457461357117},{"id":"https://openalex.org/keywords/decision-tree","display_name":"Decision tree","score":0.4734192490577698},{"id":"https://openalex.org/keywords/recall","display_name":"Recall","score":0.46496468782424927},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4569658637046814},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3355419933795929},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3202304244041443},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.2686617374420166},{"id":"https://openalex.org/keywords/psychiatry","display_name":"Psychiatry","score":0.22422480583190918}],"concepts":[{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.7904210090637207},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.7154340744018555},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6613788604736328},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5771933197975159},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.5552600026130676},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5551851391792297},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5167457461357117},{"id":"https://openalex.org/C84525736","wikidata":"https://www.wikidata.org/wiki/Q831366","display_name":"Decision tree","level":2,"score":0.4734192490577698},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.46496468782424927},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4569658637046814},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3355419933795929},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3202304244041443},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.2686617374420166},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.22422480583190918},{"id":"https://openalex.org/C180747234","wikidata":"https://www.wikidata.org/wiki/Q23373","display_name":"Cognitive psychology","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000077321","descriptor_name":"Deep Learning","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000293","descriptor_name":"Adolescent","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002170","descriptor_name":"Canada","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002170","descriptor_name":"Canada","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002170","descriptor_name":"Canada","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002170","descriptor_name":"Canada","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002170","descriptor_name":"Canada","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":"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":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004636","descriptor_name":"Emergency Service, Hospital","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D006760","descriptor_name":"Hospitalization","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":"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":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008603","descriptor_name":"Mental Health","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010045","descriptor_name":"Outpatients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010045","descriptor_name":"Outpatients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010045","descriptor_name":"Outpatients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010045","descriptor_name":"Outpatients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010045","descriptor_name":"Outpatients","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-024-02450-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02450-1","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02450-1","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:38331816","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38331816","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:pubmedcentral.nih.gov:10854017","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10854017","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10854017/pdf/12911_2024_Article_2450.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,"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":"pmh:oai:doaj.org/article:004911075cd94f68a39611fc6b65a5b6","is_oa":false,"landing_page_url":"https://doaj.org/article/004911075cd94f68a39611fc6b65a5b6","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Medical Informatics and Decision Making, Vol 24, Iss 1, Pp 1-9 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s12911-024-02450-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-024-02450-1","pdf_url":"https://bmcmedinformdecismak.biomedcentral.com/counter/pdf/10.1186/s12911-024-02450-1","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":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4391653917.pdf"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1539811621","https://openalex.org/W1869616821","https://openalex.org/W1884837128","https://openalex.org/W1959224348","https://openalex.org/W2135620863","https://openalex.org/W2496660608","https://openalex.org/W2606925367","https://openalex.org/W2750137672","https://openalex.org/W2779800059","https://openalex.org/W2888788502","https://openalex.org/W2936456428","https://openalex.org/W2953459204","https://openalex.org/W2957430216","https://openalex.org/W2959754546","https://openalex.org/W2963650911","https://openalex.org/W2969729164","https://openalex.org/W2982093611","https://openalex.org/W2982601817","https://openalex.org/W3002510506","https://openalex.org/W3159126381","https://openalex.org/W3170940710","https://openalex.org/W3188444946","https://openalex.org/W3196387851","https://openalex.org/W3198212763","https://openalex.org/W4200136078","https://openalex.org/W4205372077","https://openalex.org/W4205851357","https://openalex.org/W4206118425","https://openalex.org/W4206914128","https://openalex.org/W4206956242","https://openalex.org/W4210762108","https://openalex.org/W4236362309","https://openalex.org/W4280536523","https://openalex.org/W4280609728","https://openalex.org/W4302582580","https://openalex.org/W4310045617","https://openalex.org/W4312964047","https://openalex.org/W4315926964","https://openalex.org/W4321258688","https://openalex.org/W6600820135"],"related_works":["https://openalex.org/W4384345078","https://openalex.org/W4298287631","https://openalex.org/W2953061907","https://openalex.org/W4385649027","https://openalex.org/W1847088711","https://openalex.org/W4225394202","https://openalex.org/W3036642985","https://openalex.org/W3032952384","https://openalex.org/W2791973335","https://openalex.org/W2964335273"],"abstract_inverted_index":{"BACKGROUND:":[0],"The":[1,171],"proportion":[2],"of":[3,59,182,196,257],"Canadian":[4],"youth":[5,100],"seeking":[6,103],"mental":[7,25,34],"health":[8,26,35,87],"support":[9],"from":[10],"an":[11,29,131,135,179,193],"emergency":[12],"department":[13],"(ED)":[14],"has":[15],"risen":[16],"in":[17,85,260,281,301],"recent":[18],"years.":[19],"As":[20],"EDs":[21],"typically":[22],"address":[23],"urgent":[24],"crises,":[27],"revisiting":[28],"ED":[30,38,83,132,136,262],"may":[31,271],"represent":[32],"unmet":[33],"needs.":[36],"Accurate":[37],"revisit":[39,84,137],"prediction":[40],"could":[41],"aid":[42],"early":[43],"intervention":[44],"and":[45,57,73,78,99,110,119,122,142,147,161,184,205,207,219,236,243,254,266,283,310,315],"ensure":[46],"efficient":[47],"healthcare":[48],"resource":[49,308],"allocation.":[50],"We":[51],"examine":[52],"the":[53,175,185,213,217,220,226,251,279],"potential":[54,255],"increased":[55],"accuracy":[56,253],"performance":[58,154,270],"graph":[60],"neural":[61,70],"network":[62,71],"(GNN)":[63],"machine":[64,76,189],"learning":[65,77,190],"models":[66,80,124,144,164,259,288],"compared":[67,148],"to":[68,117,125,225,293],"recurrent":[69],"(RNN),":[72],"baseline":[74,151],"conventional":[75,150,188],"regression":[79,163],"for":[81,97,155,234,241,275,313],"predicting":[82,261],"electronic":[86],"record":[88],"(EHR)":[89],"data.":[90],"METHODS:":[91],"This":[92,248],"study":[93,249],"used":[94],"EHR":[95],"data":[96],"children":[98,265,314],"aged":[101],"4-17":[102],"services":[104],"at":[105],"McMaster":[106],"Children's":[107],"Hospital's":[108],"Child":[109],"Youth":[111],"Mental":[112],"Health":[113],"Program":[114],"outpatient":[115],"service":[116],"develop":[118,294],"evaluate":[120],"GNN":[121,141,172,214,258,287],"RNN":[123,143,176,221],"predict":[126],"whether":[127],"a":[128],"child/youth":[129],"with":[130],"visit":[133],"had":[134],"within":[138],"30":[139],"days.":[140],"were":[145,231],"developed":[146],"against":[149],"models.":[152],"Model":[153],"GNN,":[156],"RNN,":[157],"XGBoost,":[158],"decision":[159],"tree":[160],"logistic":[162],"was":[165],"evaluated":[166],"using":[167],"F1":[168],"scores.":[169],"RESULTS:":[170],"model":[173,177,191,215,222,269],"outperformed":[174],"by":[178,192],"F1-score":[180,194],"increase":[181,195],"0.0511":[183],"best":[186],"performing":[187],"0.0470.":[197],"Precision,":[198],"recall,":[199],"receiver":[200],"operating":[201],"characteristic":[202],"(ROC)":[203],"curves,":[204],"positive":[206,244],"negative":[208,237,284],"predictive":[209,238,245,285],"values":[210],"showed":[211],"that":[212,296,303],"performed":[216,223],"best,":[218],"similarly":[224],"XGBoost":[227],"model.":[228],"Performance":[229],"increases":[230],"most":[232],"noticeable":[233],"recall":[235,282],"value":[239],"than":[240],"precision":[242],"value.":[246],"CONCLUSIONS:":[247],"demonstrates":[250],"improved":[252],"utility":[256],"revisits":[263],"among":[264],"youth,":[267],"although":[268],"not":[272],"be":[273,290],"sufficient":[274],"clinical":[276,299],"implementation.":[277],"Given":[278],"improvements":[280],"value,":[286],"should":[289],"further":[291],"explored":[292],"algorithms":[295],"can":[297],"inform":[298],"decision-making":[300],"ways":[302],"facilitate":[304],"targeted":[305],"interventions,":[306],"optimize":[307],"allocation,":[309],"improve":[311],"outcomes":[312],"youth.":[316]},"counts_by_year":[{"year":2026,"cited_by_count":10},{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":4}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
