{"id":"W2529332086","doi":"10.1192/bjp.bp.116.184010","title":"Mediation analysis of severity of needs, service performance and outcomes for patients with mental disorders","year":2016,"lang":"en","type":"article","venue":"The British Journal of Psychiatry","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Structural equation modeling; Mediation; Service (business); Mental health; Quality of life (healthcare); Psychology; Medicine; Clinical psychology; Nursing; Psychiatry; Computer science; Business; Marketing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01193051,0.0007597136,0.0007415017,0.0008854328,0.0008321179,0.001162259,0.001180903,0.0007147252,0.009281999],"category_scores_gemma":[0.04998831,0.0003904747,0.002681479,0.0008029378,0.0008154958,0.001018032,0.002944376,0.001731105,0.0003505813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352192,"about_ca_system_score_gemma":0.003731735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007890626,"about_ca_topic_score_gemma":0.005598421,"domain_scores_codex":[0.991017,0.006510677,0.0003646503,0.000487623,0.0006660768,0.0009540059],"domain_scores_gemma":[0.9728281,0.02113119,0.002795342,0.001411017,0.001033076,0.0008013552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008436969,0.000339654,0.9824951,0.0001398352,0.001173784,0.0002188231,0.001793056,0.0005369268,0.0001228994,0.001235903,0.000461903,0.0106384],"study_design_scores_gemma":[0.0003291851,0.001759955,0.9683935,0.0003164698,0.002101554,0.0006887442,0.005632494,0.01165579,0.0006457079,0.007082654,0.001339493,0.00005450772],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949433,0.00047044,0.001170213,0.001553778,0.000038392,0.0001027925,0.0004815054,0.00001758331,0.001221825],"genre_scores_gemma":[0.998935,0.00009600563,0.0004156929,0.00005619791,0.00001051964,0.0001128813,0.0001649159,0.000003578562,0.0002051748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01193051,"threshold_uncertainty_score":0.06309533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02682988766872163,"score_gpt":0.3257152578238119,"score_spread":0.2988853701550903,"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."}}