{"id":"W2215334003","doi":"10.1097/nmd.0000000000000441","title":"Severity of Needs Among Individuals With Severe Mental Disorders","year":2015,"lang":"en","type":"article","venue":"The Journal of Nervous and Mental Disease","topic":"Adolescent and Pediatric Healthcare","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute; Douglas College","funders":"Canadian Institutes of Health Research","keywords":"Disadvantaged; Medicine; Mental illness; Needs assessment; Mental health; Psychiatry; Psychology; Clinical psychology","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":[0.0003391647,0.0001923766,0.0002579922,0.0008760948,0.0004517045,0.000317095,0.0001767343,0.0002553933,0.0007888242],"category_scores_gemma":[0.002020854,0.000173433,0.0004210243,0.0004882486,0.0001690034,0.0004542631,0.0006608296,0.0004681502,0.00009089162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003858967,"about_ca_system_score_gemma":0.0002641442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006994238,"about_ca_topic_score_gemma":0.01616669,"domain_scores_codex":[0.9997047,0.00006110686,0.00004644179,0.00003808843,0.00008105092,0.00006861628],"domain_scores_gemma":[0.9990482,0.00008414577,0.0005348225,0.00002850666,0.0001132623,0.000191029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005195405,0.0000276925,0.9969116,0.00001056101,0.0000187982,0.00005728817,0.0001631009,0.00003782727,0.0001158833,0.000006649014,0.00006112285,0.002537722],"study_design_scores_gemma":[9.868248e-7,0.00005102292,0.9995446,0.000002769531,0.000005006552,0.0001108768,0.0001718577,0.00004935384,0.00001889154,0.000008075183,0.00003492799,0.000001680627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995655,0.00006844936,0.00001775898,0.00003449217,0.000002099788,0.000005352944,0.00009167621,0.000001541337,0.0002130404],"genre_scores_gemma":[0.9996772,0.00004340124,0.00005175815,0.000008155364,0.000003236653,0.000003373524,0.0001407104,3.451132e-7,0.00007187944],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006994238,"threshold_uncertainty_score":0.01390707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0372113223477735,"score_gpt":0.3506614234701412,"score_spread":0.3134501011223677,"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."}}