{"id":"W4214768949","doi":"10.1016/j.ajp.2022.103053","title":"Why mental health service delivery needs to align alongside mainstream medical services","year":2022,"lang":"en","type":"review","venue":"Asian Journal of Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Fredericton","funders":"Qatar National Library","keywords":"Mental health; Medicine; Stigma (botany); Population; Mainstream; Life expectancy; Psychiatry; Health care; Mental illness; Public health; Social stigma; Family medicine; Nursing; Environmental health","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_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001377149,0.0007841229,0.002464723,0.00115871,0.000551994,0.00008403757,0.001934401,0.0004335143,0.0146627],"category_scores_gemma":[0.000005824633,0.0006417634,0.0009120058,0.001483371,0.00003784202,0.0002289871,0.0002842812,0.001474244,0.0004713664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000571993,"about_ca_system_score_gemma":0.001566927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007044558,"about_ca_topic_score_gemma":0.001666314,"domain_scores_codex":[0.993346,0.001143746,0.002610099,0.0005397639,0.001396801,0.0009635394],"domain_scores_gemma":[0.9951176,0.0001042821,0.002446503,0.000661156,0.00006879655,0.001601678],"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":[0.0001256345,0.0007785369,0.0001927062,0.008709742,0.0008665195,0.000306453,0.001988397,1.189835e-7,3.16563e-9,0.0003890684,0.158358,0.8282848],"study_design_scores_gemma":[0.001236228,0.00115423,0.0000503861,0.01284505,0.000448007,0.005366326,0.008455368,2.83512e-7,1.758861e-8,0.00008698095,0.9699265,0.0004306592],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002176523,0.9391762,0.000007990503,0.03915061,0.01483007,0.00117458,0.0002225041,0.00004093748,0.005179462],"genre_scores_gemma":[0.00003589146,0.9583778,0.001038285,0.03702797,0.00252563,0.00009938709,0.0003691636,0.0001639791,0.0003618454],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8278542,"threshold_uncertainty_score":0.9996034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03467310235185937,"score_gpt":0.3868600191690674,"score_spread":0.352186916817208,"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."}}