{"id":"https://openalex.org/W4416867988","doi":"https://doi.org/10.1186/s12911-025-03269-0","title":"Predicting child and adolescent mental health emergency department revisits: a machine-learning approach compared to a clinician-derived baseline","display_name":"Predicting child and adolescent mental health emergency department revisits: a machine-learning approach compared to a clinician-derived baseline","publication_year":2025,"publication_date":"2025-12-01","ids":{"openalex":"https://openalex.org/W4416867988","doi":"https://doi.org/10.1186/s12911-025-03269-0","pmid":"https://pubmed.ncbi.nlm.nih.gov/41327276"},"language":"en","primary_location":{"id":"doi:10.1186/s12911-025-03269-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03269-0","pdf_url":null,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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://doi.org/10.1186/s12911-025-03269-0","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120489279","display_name":"Navjot Kaur Bians","orcid":null},"institutions":[{"id":"https://openalex.org/I2799330578","display_name":"Children's Hospital of Eastern Ontario","ror":"https://ror.org/05nsbhw27","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799330578"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Navjot Kaur Bians","raw_affiliation_strings":["Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada","institution_ids":["https://openalex.org/I2799330578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076226432","display_name":"Joonsoo Sean Lyeo","orcid":"https://orcid.org/0000-0001-5460-3606"},"institutions":[{"id":"https://openalex.org/I2799330578","display_name":"Children's Hospital of Eastern Ontario","ror":"https://ror.org/05nsbhw27","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799330578"]},{"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":"Joonsoo Sean Lyeo","raw_affiliation_strings":["Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada","School of Earth, Environment and Society, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4K1, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada","institution_ids":["https://openalex.org/I2799330578"]},{"raw_affiliation_string":"School of Earth, Environment and Society, McMaster University, 1280 Main Street West, Hamilton, ON, L8S 4K1, Canada","institution_ids":["https://openalex.org/I98251732"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jeff Gilchrist","orcid":null},"institutions":[{"id":"https://openalex.org/I2799330578","display_name":"Children's Hospital of Eastern Ontario","ror":"https://ror.org/05nsbhw27","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799330578"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jeff Gilchrist","raw_affiliation_strings":["Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada","institution_ids":["https://openalex.org/I2799330578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108528545","display_name":"Christina Honeywell","orcid":null},"institutions":[{"id":"https://openalex.org/I2799330578","display_name":"Children's Hospital of Eastern Ontario","ror":"https://ror.org/05nsbhw27","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799330578"]},{"id":"https://openalex.org/I4210087260","display_name":"Ontario Centre of Excellence for Child and Youth Mental Health","ror":"https://ror.org/002y2c982","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210087260"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Christina Honeywell","raw_affiliation_strings":["CHEO, 401 Smyth Rd, Ottawa, ON, K1H 8L1, Canada","Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CHEO, 401 Smyth Rd, Ottawa, ON, K1H 8L1, Canada","institution_ids":["https://openalex.org/I4210087260"]},{"raw_affiliation_string":"Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada","institution_ids":["https://openalex.org/I2799330578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088931935","display_name":"Paula Cloutier","orcid":"https://orcid.org/0000-0003-3095-1942"},"institutions":[{"id":"https://openalex.org/I2799330578","display_name":"Children's Hospital of Eastern Ontario","ror":"https://ror.org/05nsbhw27","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799330578"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Paula Cloutier","raw_affiliation_strings":["Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada","institution_ids":["https://openalex.org/I2799330578"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005893802","display_name":"Allison Kennedy","orcid":"https://orcid.org/0000-0002-4090-4288"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]},{"id":"https://openalex.org/I2799330578","display_name":"Children's Hospital of Eastern Ontario","ror":"https://ror.org/05nsbhw27","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799330578"]},{"id":"https://openalex.org/I4210087260","display_name":"Ontario Centre of Excellence for Child and Youth Mental Health","ror":"https://ror.org/002y2c982","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210087260"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Allison Kennedy","raw_affiliation_strings":["CHEO, 401 Smyth Rd, Ottawa, ON, K1H 8L1, Canada","Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada","School of Psychology, University of Ottawa, 136 Jean-Jacques Lussier, Ottawa, ON, K1N 6N5, Canada"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CHEO, 401 Smyth Rd, Ottawa, ON, K1H 8L1, Canada","institution_ids":["https://openalex.org/I4210087260"]},{"raw_affiliation_string":"Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada","institution_ids":["https://openalex.org/I2799330578"]},{"raw_affiliation_string":"School of Psychology, University of Ottawa, 136 Jean-Jacques Lussier, Ottawa, ON, K1N 6N5, Canada","institution_ids":["https://openalex.org/I153718931"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5065190810","display_name":"Kathleen Pajer","orcid":"https://orcid.org/0000-0002-3699-9966"},"institutions":[{"id":"https://openalex.org/I153718931","display_name":"University of Ottawa","ror":"https://ror.org/03c4mmv16","country_code":"CA","type":"education","lineage":["https://openalex.org/I153718931"]},{"id":"https://openalex.org/I2799330578","display_name":"Children's Hospital of Eastern Ontario","ror":"https://ror.org/05nsbhw27","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2799330578"]},{"id":"https://openalex.org/I2800215515","display_name":"Agricultural Research Institute of Ontario","ror":"https://ror.org/011n4tk56","country_code":"CA","type":"government","lineage":["https://openalex.org/I1283990227","https://openalex.org/I2800215515"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Kathleen Pajer","raw_affiliation_strings":["CHEO, 401 Smyth Rd, Ottawa, ON, K1H 8L1, Canada. kpajer@cheo.on.ca","Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada. kpajer@cheo.on.ca","Department of Psychiatry, University of Ottawa, 1145 Carling Avenue, Ottawa, ON, K1Z 7K4, Canada. kpajer@cheo.on.ca","Department of Psychiatry, University of Ottawa, 1145 Carling Avenue, Ottawa, ON, K1Z 7K4, Canada"],"raw_orcid":"https://orcid.org/0000-0002-3699-9966","affiliations":[{"raw_affiliation_string":"CHEO, 401 Smyth Rd, Ottawa, ON, K1H 8L1, Canada. kpajer@cheo.on.ca","institution_ids":["https://openalex.org/I2800215515"]},{"raw_affiliation_string":"Children's Hospital of Eastern Ontario (CHEO) Research Institute, 401 Smyth Rd, Ottawa, ON, K1H 5B2, Canada. kpajer@cheo.on.ca","institution_ids":["https://openalex.org/I2799330578"]},{"raw_affiliation_string":"Department of Psychiatry, University of Ottawa, 1145 Carling Avenue, Ottawa, ON, K1Z 7K4, Canada. kpajer@cheo.on.ca","institution_ids":["https://openalex.org/I153718931"]},{"raw_affiliation_string":"Department of Psychiatry, University of Ottawa, 1145 Carling Avenue, Ottawa, ON, K1Z 7K4, Canada","institution_ids":["https://openalex.org/I153718931"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5065190810"],"corresponding_institution_ids":["https://openalex.org/I153718931","https://openalex.org/I2799330578","https://openalex.org/I2800215515"],"apc_list":{"value":1570,"currency":"GBP","value_usd":1925},"apc_paid":{"value":1570,"currency":"GBP","value_usd":1925},"fwci":2.0546,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.90131042,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":"26","issue":"1","first_page":"2","last_page":"2"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11095","display_name":"Emergency and Acute Care Studies","score":0.4016000032424927,"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":0.4016000032424927,"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":0.2361000031232834,"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":0.02019999921321869,"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/interpretability","display_name":"Interpretability","score":0.8374000191688538},{"id":"https://openalex.org/keywords/emergency-department","display_name":"Emergency department","score":0.6948999762535095},{"id":"https://openalex.org/keywords/health-informatics","display_name":"Health informatics","score":0.546500027179718},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5453000068664551},{"id":"https://openalex.org/keywords/clinical-prediction-rule","display_name":"Clinical prediction rule","score":0.5090000033378601},{"id":"https://openalex.org/keywords/odds","display_name":"Odds","score":0.5023999810218811},{"id":"https://openalex.org/keywords/logistic-regression","display_name":"Logistic regression","score":0.49160000681877136},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.4876999855041504},{"id":"https://openalex.org/keywords/electronic-health-record","display_name":"Electronic health record","score":0.40130001306533813}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8374000191688538},{"id":"https://openalex.org/C2780724011","wikidata":"https://www.wikidata.org/wiki/Q1295316","display_name":"Emergency department","level":2,"score":0.6948999762535095},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6614000201225281},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.546500027179718},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5453000068664551},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5174000263214111},{"id":"https://openalex.org/C2781381097","wikidata":"https://www.wikidata.org/wiki/Q5133843","display_name":"Clinical prediction rule","level":2,"score":0.5090000033378601},{"id":"https://openalex.org/C143095724","wikidata":"https://www.wikidata.org/wiki/Q515895","display_name":"Odds","level":3,"score":0.5023999810218811},{"id":"https://openalex.org/C151956035","wikidata":"https://www.wikidata.org/wiki/Q1132755","display_name":"Logistic regression","level":2,"score":0.49160000681877136},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.4876999855041504},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4343000054359436},{"id":"https://openalex.org/C3020144179","wikidata":"https://www.wikidata.org/wiki/Q10871684","display_name":"Electronic health record","level":3,"score":0.40130001306533813},{"id":"https://openalex.org/C100660578","wikidata":"https://www.wikidata.org/wiki/Q18733","display_name":"Recall","level":2,"score":0.3587000072002411},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C156957248","wikidata":"https://www.wikidata.org/wiki/Q1862216","display_name":"Odds ratio","level":2,"score":0.3375999927520752},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.3228999972343445},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.32269999384880066},{"id":"https://openalex.org/C45827449","wikidata":"https://www.wikidata.org/wiki/Q5270338","display_name":"Diagnosis code","level":3,"score":0.31630000472068787},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C558461103","wikidata":"https://www.wikidata.org/wiki/Q154430","display_name":"Anxiety","level":2,"score":0.2856000065803528},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.28519999980926514},{"id":"https://openalex.org/C2777120189","wikidata":"https://www.wikidata.org/wiki/Q780067","display_name":"Triage","level":2,"score":0.2847999930381775},{"id":"https://openalex.org/C545542383","wikidata":"https://www.wikidata.org/wiki/Q2751242","display_name":"Medical emergency","level":1,"score":0.2800000011920929},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.2799000144004822},{"id":"https://openalex.org/C63527458","wikidata":"https://www.wikidata.org/wiki/Q5133829","display_name":"Clinical decision support system","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C2984752397","wikidata":"https://www.wikidata.org/wiki/Q3259956","display_name":"Primary care","level":2,"score":0.2750000059604645},{"id":"https://openalex.org/C512399662","wikidata":"https://www.wikidata.org/wiki/Q3505712","display_name":"Family medicine","level":1,"score":0.2687999904155731},{"id":"https://openalex.org/C534262118","wikidata":"https://www.wikidata.org/wiki/Q177719","display_name":"Medical diagnosis","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C169258074","wikidata":"https://www.wikidata.org/wiki/Q245748","display_name":"Random forest","level":2,"score":0.26660001277923584},{"id":"https://openalex.org/C2778063736","wikidata":"https://www.wikidata.org/wiki/Q8059302","display_name":"Adolescent health","level":2,"score":0.263700008392334}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1186/s12911-025-03269-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03269-0","pdf_url":null,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Medical Informatics and Decision Making","raw_type":"journal-article"},{"id":"pmid:41327276","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41327276","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:doaj.org/article:0cf3ede1e8084be38eb2cde721e500dd","is_oa":true,"landing_page_url":"https://doaj.org/article/0cf3ede1e8084be38eb2cde721e500dd","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 26, Iss 1, Pp 1-16 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12772018","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12772018/","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":"BMC Med Inform Decis Mak","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12911-025-03269-0","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12911-025-03269-0","pdf_url":null,"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-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":28,"referenced_works":["https://openalex.org/W1884837128","https://openalex.org/W1966474848","https://openalex.org/W1980768683","https://openalex.org/W1999907667","https://openalex.org/W2004915807","https://openalex.org/W2011704452","https://openalex.org/W2061564335","https://openalex.org/W2144757636","https://openalex.org/W2513053763","https://openalex.org/W2591382767","https://openalex.org/W2593494228","https://openalex.org/W2983575872","https://openalex.org/W3182064909","https://openalex.org/W3200519377","https://openalex.org/W4206118425","https://openalex.org/W4247665917","https://openalex.org/W4312209972","https://openalex.org/W4320179252","https://openalex.org/W4367668210","https://openalex.org/W4367668459","https://openalex.org/W4387336518","https://openalex.org/W4389145127","https://openalex.org/W4391653917","https://openalex.org/W4393410499","https://openalex.org/W4394823750","https://openalex.org/W4395014743","https://openalex.org/W4403852230","https://openalex.org/W4404937918"],"related_works":[],"abstract_inverted_index":{"Predicting":[0],"child":[1],"and":[2,18,35,56,107,123,130,176,184,190,247,277,282,297],"youth":[3],"mental":[4],"health":[5,53],"(CYMH)":[6],"emergency":[7],"department":[8],"(ED)":[9],"revisits":[10],"(RVs)":[11],"is":[12],"critical":[13],"for":[14,164,205,286],"improving":[15],"patient":[16,99],"outcomes":[17],"optimizing":[19],"use":[20,245],"of":[21,66,93,112,116,220,257,269],"resources.":[22],"Previous":[23],"CYMH":[24,270],"ED":[25,86,238,271],"RV":[26,239],"studies":[27],"have":[28],"used":[29,140,204],"statistical":[30],"methods":[31],"with":[32,51,182],"research":[33],"cohorts":[34],"produced":[36],"varying":[37],"results.":[38],"Our":[39],"aims":[40],"were":[41,70,172,193,203,252],"to":[42,151,158,166,302],"develop":[43],"a":[44,60,64,74,131,155,160,284],"predictive":[45],"algorithm":[46,62],"incorporating":[47],"machine":[48,214],"learning":[49,215],"(ML)":[50],"electronic":[52],"records":[54],"(EHR)":[55],"validate":[57],"it":[58],"against":[59],"clinician-driven":[61],"in":[63],"proof":[65,256],"concept":[67,258],"project.":[68],"Data":[69],"retrospectively":[71],"collected":[72],"from":[73,80,88],"tertiary":[75],"care":[76],"pediatric":[77],"hospital\u2019s":[78],"EHR":[79],"November":[81],"2017\u2013November":[82],"2023,":[83],"yielding":[84],"12,700":[85],"encounters":[87],"8,696":[89],"patients,":[90],"8\u201318":[91],"years":[92],"age.":[94],"The":[95,212],"feature":[96,295],"set":[97],"comprised":[98],"demographics,":[100],"visit-level":[101],"variables,":[102],"laboratory":[103],"results,":[104],"procedure":[105],"codes,":[106],"medication":[108,242],"records.":[109],"A":[110],"mapping":[111],"230":[113],"International":[114],"Classification":[115],"Diseases":[117],"(ICD)-10":[118],"codes":[119],"into":[120],"28":[121],"Diagnostic":[122],"Statistical":[124],"Manual":[125],"(DSM)-5":[126],"categories":[127],"was":[128],"performed":[129],"logistic":[132],"regression":[133],"(LR)":[134],"ML":[135,168,262],"model":[136,216],"developed.":[137],"Both":[138,170],"tasks":[139],"clinical":[141,145],"expert":[142],"input.":[143],"Seven":[144],"experts":[146],"then":[147],"independently":[148],"assigned":[149],"weights":[150],"191":[152],"variables":[153],"using":[154,174],"custom-designed":[156],"application":[157],"create":[159],"structured":[161,224],"clinician-weighted":[162,225,278],"baseline":[163,226],"comparison":[165],"the":[167,194,223],"algorithm.":[169],"models":[171],"evaluated":[173],"AUROC":[175,219],"F1":[177],"score":[178],"as":[179,186,236],"primary":[180,195],"metrics":[181],"precision":[183],"recall":[185],"secondary.":[187],"LR":[188,213],"coefficients":[189],"odds":[191],"ratios":[192],"interpretability":[196,281],"outputs,":[197],"while":[198],"SHapley":[199],"Additive":[200],"exPlanations":[201],"(SHAP)":[202],"supplementary":[206],"visualization":[207],"across":[208],"four":[209],"age":[210],"strata.":[211],"achieved":[217],"an":[218],"0.78,":[221],"outperforming":[222],"(AUROC":[227],"range:":[228],"0.54\u20130.64)":[229],"Detailed":[230],"analysis":[231],"revealed":[232],"that":[233,261],"predictors":[234,276],"such":[235],"past":[237],"count,":[240],"psychotherapeutic":[241],"history,":[243,246],"substance":[244],"prior":[248],"outpatient":[249],"MH":[250],"visits":[251],"consistently":[253],"influential.":[254],"This":[255],"project":[259],"demonstrates":[260],"can":[263],"provide":[264],"complementary,":[265],"clinically":[266],"interpretable":[267],"predictions":[268],"RV.":[272],"Alignment":[273],"between":[274],"model-derived":[275],"features":[279],"supports":[280],"lays":[283],"foundation":[285],"further":[287],"development.":[288],"Future":[289],"steps":[290],"include":[291],"enhancing":[292],"sensitivity,":[293],"expanding":[294],"sets,":[296],"conducting":[298],"prospective":[299],"silent-mode":[300],"validation":[301],"refine":[303],"performance.":[304],"Not":[305],"applicable.":[306]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-12-01T00:00:00"}