{"id":"W2096351566","doi":"10.1176/appi.ps.57.1.77","title":"The Clinical Profile and Service Needs of Hospitalized Adults With Mental Retardation and a Psychiatric Diagnosis","year":2006,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"","keywords":"Psychiatry; Mental health; Medicine; Mental health service","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.000281879,0.0001752857,0.0002816144,0.0006122616,0.000795471,0.0005962689,0.0002477199,0.0002860539,0.001627177],"category_scores_gemma":[0.00267006,0.0001303961,0.0002135743,0.0007066029,0.0003483107,0.0002821648,0.0005031624,0.000371283,0.0001361235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133118,"about_ca_system_score_gemma":0.001374235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06938402,"about_ca_topic_score_gemma":0.126478,"domain_scores_codex":[0.999551,0.00007828748,0.00006384441,0.00004466662,0.0001223717,0.0001397828],"domain_scores_gemma":[0.9988733,0.0001500545,0.000465173,0.00002018764,0.0001886651,0.0003025811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004793929,0.00002934416,0.9979285,0.000009201894,0.00001288162,0.0001509873,0.0003012451,0.0000208057,0.0000924388,0.000009051631,0.000125118,0.001272502],"study_design_scores_gemma":[0.000005692788,0.00005671652,0.9980239,0.000007922195,0.000008080304,0.0004549872,0.001229071,0.00006352833,0.00002652144,0.000007380693,0.0001138413,0.000002253536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994869,0.00005933346,0.00000924923,0.00004753503,0.000002058669,0.000006181992,0.0001081533,6.872281e-7,0.0002798794],"genre_scores_gemma":[0.9995475,0.00006052261,0.00003013998,0.0000252208,0.000004543002,0.000006418096,0.0002400061,3.9726e-7,0.00008515835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06938402,"threshold_uncertainty_score":0.1379603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01474106636839249,"score_gpt":0.3103509010285446,"score_spread":0.2956098346601521,"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."}}