{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004623173,0.0001779382,0.0003430564,0.0001569528,0.0001989255,0.00005573228,0.0001475466,0.0001035282,0.000134904],"category_scores_gemma":[0.00002864256,0.0001064255,0.00007105665,0.001128629,0.000165629,0.0001381122,0.00007067758,0.0001857811,0.00002603442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001400423,"about_ca_system_score_gemma":0.00006933056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001471948,"about_ca_topic_score_gemma":0.0005475321,"domain_scores_codex":[0.9983969,0.0001065136,0.0005455391,0.0002977203,0.0003950733,0.0002582465],"domain_scores_gemma":[0.9989476,0.0002106574,0.0001550901,0.0003423088,0.0002186476,0.0001256951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00147012,0.0004590128,0.9908971,0.0008907237,0.00008321805,2.611301e-7,0.0008276535,1.655644e-7,0.000009869968,0.00007833761,0.002367928,0.002915607],"study_design_scores_gemma":[0.00376629,0.002296831,0.9857997,0.00007915137,0.0002282587,0.0000478724,0.002434187,0.00070522,0.00003997454,0.0004394604,0.00399609,0.0001669133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837083,0.00428279,0.000002445378,0.007383734,0.0001382643,0.001040524,0.00002159004,0.00003474813,0.003387602],"genre_scores_gemma":[0.9958463,0.002586046,0.0006557147,0.0003967143,0.0001735956,0.00006670555,0.00006193786,0.00002126766,0.0001916993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01213802,"threshold_uncertainty_score":0.4339908,"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."}}