{"id":"W4406848448","doi":"10.1192/j.eurpsy.2025.4","title":"European Psychiatry: 2024 in review","year":2025,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Psychiatry; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.00331227,0.001213211,0.002088762,0.005233122,0.0005951619,0.003570397,0.001435992,0.002455267,0.0415744],"category_scores_gemma":[0.007348995,0.0005249828,0.001218081,0.004543765,0.0008168942,0.003644449,0.001605046,0.002327473,0.0137501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002736908,"about_ca_system_score_gemma":0.007844001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003016727,"about_ca_topic_score_gemma":0.00705724,"domain_scores_codex":[0.9986963,0.0003089616,0.000285682,0.0001435234,0.0003951645,0.0001704061],"domain_scores_gemma":[0.995795,0.001061587,0.0007740639,0.000103767,0.001642965,0.0006226568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001381991,0.00002801689,0.0002493808,0.06723677,0.0002662398,0.0002045013,0.00007448037,0.00006981992,0.0002173013,0.003065336,0.4228489,0.505601],"study_design_scores_gemma":[0.0000281451,0.00002802046,0.0006897472,0.05662919,0.0002719884,0.0005441218,0.0000901826,0.00001425911,0.00006301028,0.0006856305,0.9409436,0.00001221366],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004587129,0.9861537,0.00006168831,0.003846441,0.006176856,0.00001959479,0.0001418588,0.00002084079,0.003533034],"genre_scores_gemma":[0.0007781247,0.9906895,0.0001606162,0.003708706,0.002501029,0.00002430777,0.0001589847,0.00001088916,0.001967886],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0415744,"threshold_uncertainty_score":0.1390802,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02590532095079692,"score_gpt":0.3964497663766751,"score_spread":0.3705444454258782,"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."}}