{"id":"W4280534609","doi":"10.3389/fpsyt.2022.842329","title":"Dropout Rates in Psychosocial Interventions for People With Both Severe Mental Illness and Substance Misuse: A Systematic Review and Meta-Analysis","year":2022,"lang":"en","type":"review","venue":"Frontiers in Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut Universitaire en Santé Mentale de Québec; Université de Montréal","funders":"Eli Lilly Canada; Eli Lilly and Company","keywords":"Psychosocial; Dropout (neural networks); Psychological intervention; Mental illness; Substance misuse; Psychiatry; Psychology; Mental health; Meta-analysis; Substance use; Clinical psychology; Medicine; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"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_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007220969,0.0004890124,0.006999501,0.000755906,0.0001493976,0.00004380732,0.0001828546,0.0001239421,0.0002294463],"category_scores_gemma":[0.00005296003,0.0003219896,0.001719329,0.001514825,0.00007579067,0.00007216472,0.00004304109,0.0004167854,9.621687e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003015043,"about_ca_system_score_gemma":0.0003414391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005276635,"about_ca_topic_score_gemma":0.005881038,"domain_scores_codex":[0.9971092,0.0004679258,0.001004442,0.0006999402,0.0003612477,0.0003572672],"domain_scores_gemma":[0.9987617,0.00009960546,0.0004587492,0.0004866661,0.00002884073,0.0001644898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0003233297,0.0003791287,0.002830438,0.9127342,0.07572081,0.00001663267,0.0001529305,7.153309e-8,3.670742e-10,0.0001373155,0.005675677,0.002029503],"study_design_scores_gemma":[0.0034226,0.0003836812,0.0001546516,0.1049434,0.8812332,0.0001248358,0.001063784,0.00001155978,5.588654e-9,0.0005215254,0.007600803,0.0005399786],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002621171,0.9898902,0.0001928721,0.0007624354,0.0004078188,0.008201624,0.0004811645,0.00001626348,0.00002138342],"genre_scores_gemma":[0.00002388513,0.9807791,0.01093011,0.00009252736,0.00002562703,0.007163863,0.0004789747,0.00005527235,0.0004506848],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8077908,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05124184201132562,"score_gpt":0.3823397587582108,"score_spread":0.3310979167468852,"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."}}