{"id":"W4415622666","doi":"10.1177/07067437251389845","title":"Psychiatry in a Time of Crisis: Paving the Road to Recovery—A Commentary by the Canadian Academy for Addiction Psychiatry (CAAP)","year":2025,"lang":"fr","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Innovation Initiatives Ontario North; BC Children's Hospital; University of Calgary; BC Mental Health & Substance Use Services; Ontario Brain Institute; Centre for Addiction and Mental Health; Thunder Bay Regional Health Sciences Centre; Vancouver General Hospital; Hotchkiss Brain Institute; University of British Columbia","funders":"","keywords":"Addiction; Addiction medicine; MEDLINE; Mental health; Public health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01037387,0.00110441,0.002580927,0.001633027,0.02382122,0.0119706,0.007428773,0.1032326,0.007758722],"category_scores_gemma":[0.04364149,0.001553581,0.002606202,0.002048922,0.02113805,0.01469667,0.008986571,0.1366254,0.002066486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03512054,"about_ca_system_score_gemma":0.122468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4715813,"about_ca_topic_score_gemma":0.7475027,"domain_scores_codex":[0.9876095,0.002792899,0.001282919,0.001242882,0.003506597,0.003565135],"domain_scores_gemma":[0.9530504,0.01580907,0.001753236,0.0005638793,0.01113038,0.01769297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002454662,0.00001362795,0.0002474429,0.0002058378,0.00002359342,0.0004173353,0.0008099605,0.00003216165,0.00004108476,0.002381192,0.9918532,0.003950058],"study_design_scores_gemma":[0.00008304035,0.00002652699,0.002148061,0.002548412,0.00006671455,0.0007750734,0.008037046,0.0001266485,0.00007244427,0.005293676,0.9806518,0.0001704696],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007400307,0.006202365,0.0000142847,0.9776722,0.01567092,0.000003379709,0.00001046476,0.000003783622,0.0003486989],"genre_scores_gemma":[0.001769613,0.005150772,0.00007331003,0.9708133,0.02106045,0.00001496477,0.00001319373,0.00001579897,0.001088553],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.5284187,"threshold_uncertainty_score":0.9376728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161445606809579,"score_gpt":0.2705067406593539,"score_spread":0.2543621799783959,"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."}}