{"id":"W4322718782","doi":"10.1177/07067437231159768","title":"The Health and Psychosocial Profiles of Adults Who Sought Mental Health and Addiction Specialty Services Through a Centralized Intake Process in Nova Scotia in 2020 and 2021","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Psychosocial; Mental health; Medicine; Psychiatry; Population; Nova scotia; Specialty; Stressor; Referral; Mood; Anxiety; Family medicine; Psychology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.000378615,0.0001891627,0.0001711706,0.0007168162,0.000866553,0.0005866779,0.0004376319,0.0004285864,0.001823742],"category_scores_gemma":[0.001137957,0.0002918227,0.0001939648,0.0008105603,0.0004479508,0.0003000826,0.000892486,0.0004632596,0.0004634577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003150511,"about_ca_system_score_gemma":0.002276154,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6259444,"about_ca_topic_score_gemma":0.7574282,"domain_scores_codex":[0.9996566,0.00004236931,0.00002967761,0.00003685549,0.00008612877,0.0001484144],"domain_scores_gemma":[0.9989812,0.00007417781,0.0003598666,0.00002062206,0.0001867823,0.0003774244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003253432,0.0000350517,0.9971789,0.00001381599,0.000006114172,0.0001422089,0.0006676395,0.00002355047,0.0001516505,0.000007272227,0.0002693608,0.001471938],"study_design_scores_gemma":[0.000001549218,0.00002500719,0.9986942,0.000009500082,0.000001483698,0.00005749568,0.001093282,0.00003358462,0.00001193859,0.000001576108,0.00006905129,0.000001269118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990708,0.00006182463,0.00001005589,0.00006633105,0.00000263537,0.00001509999,0.0005003894,0.000001238523,0.0002716711],"genre_scores_gemma":[0.998067,0.0001475191,0.00005602882,0.000118619,0.000003767674,0.00002444998,0.0006326531,0.000001022495,0.0009490124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3740556,"threshold_uncertainty_score":0.7525169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01264025720939426,"score_gpt":0.2946674429130618,"score_spread":0.2820271857036676,"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."}}