{"id":"W4416839456","doi":"10.1176/appi.ps.20250201","title":"Effectiveness of Interventions After Psychiatric Hospitalization: A Meta-Analysis of Randomized Controlled Trials","year":2025,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University","funders":"","keywords":"Psychological intervention; Randomized controlled trial; MEDLINE; Intervention (counseling); Poison control; Suicide prevention","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_broad","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007051333,0.0002727881,0.009880389,0.002367369,0.00003939392,0.00002047132,0.0001362475,0.00009673371,0.0009770592],"category_scores_gemma":[0.000290025,0.0001584129,0.01314252,0.003483853,0.00004877752,0.00007314522,0.000043271,0.00006131514,0.000005581252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000221038,"about_ca_system_score_gemma":0.00006240184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002168811,"about_ca_topic_score_gemma":0.00007052004,"domain_scores_codex":[0.9947535,0.001961803,0.002410677,0.0003415179,0.000372292,0.0001602048],"domain_scores_gemma":[0.9957464,0.002203332,0.00111312,0.0005163981,0.0003621792,0.00005854286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.1176766,0.00165974,0.02102397,0.00705189,0.8457549,0.000001885113,0.0001369398,0.0001067958,0.00001526122,0.006324589,0.0001788427,0.00006862238],"study_design_scores_gemma":[0.1658228,0.0001535249,0.01729357,0.00006275115,0.815028,2.281529e-7,0.00008260729,0.0003889866,0.00004157826,0.0009311541,0.0001012008,0.00009361598],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.571983,0.318691,0.04117899,0.01383386,0.002722719,0.03431094,0.000198972,0.000273399,0.01680716],"genre_scores_gemma":[0.993467,0.0004691551,0.00331751,0.0001620147,0.00003347558,0.001706245,0.00008146912,0.00001191999,0.0007512656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.421484,"threshold_uncertainty_score":0.9999362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02590748658352457,"score_gpt":0.3559028486354423,"score_spread":0.3299953620519177,"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."}}