{"id":"W4281713267","doi":"10.3390/ijerph19116607","title":"Predictors of Frequent Emergency Department Use and Hospitalization among Patients with Substance-Related Disorders Recruited in Addiction Treatment Centers","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; McGill University; Douglas Mental Health University Institute","funders":"Health Canada; Ministère de la Santé; Ministère de la Santé et des Services sociaux","keywords":"Medicine; Polysubstance dependence; Emergency department; Psychological intervention; Ambulatory care; Addiction; Logistic regression; Emergency medicine; Outreach; Acute care; Health care; Substance abuse; Family medicine; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003865593,0.0001724262,0.0002465173,0.0006406588,0.0005247146,0.0006389195,0.000310493,0.0003970488,0.002155591],"category_scores_gemma":[0.002450279,0.0001975013,0.0002975366,0.0008530238,0.0002331263,0.0002507334,0.0004219772,0.0007704334,0.0001415479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009592587,"about_ca_system_score_gemma":0.001289784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1079096,"about_ca_topic_score_gemma":0.1752715,"domain_scores_codex":[0.9996617,0.00008107697,0.00003580928,0.00004314261,0.00006505156,0.0001132321],"domain_scores_gemma":[0.9982156,0.0003431338,0.0007532256,0.0000631094,0.0002044068,0.0004204865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000128477,0.00001558102,0.9995174,0.000002101414,0.000007721995,0.0000169298,0.00002139766,0.000009724916,0.00001577285,0.000002487958,0.00006183977,0.0003161204],"study_design_scores_gemma":[0.000001883238,0.00001600958,0.9996817,0.000003647074,0.000003462972,0.00004900531,0.0001280176,0.00007032572,0.000005396002,0.000003650498,0.00003581733,0.00000102346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999231,0.0001413056,0.00002511648,0.00008340132,0.000003342345,0.000008008576,0.0002969799,0.000002397544,0.0002084706],"genre_scores_gemma":[0.9994494,0.00007237132,0.00003467542,0.00003812958,0.000005996884,0.000004997394,0.0003077719,0.000001078715,0.00008565537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1079096,"threshold_uncertainty_score":0.214563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05174673852358237,"score_gpt":0.3763888477527397,"score_spread":0.3246421092291574,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}