{"id":"W2768202714","doi":"10.1176/appi.ps.201600534","title":"All-Cause, 30-Day Readmissions Among Persons With Intellectual and Developmental Disabilities and Mental Illness","year":2017,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Down syndrome and intellectual disability research","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research","keywords":"Mental illness; Medicine; Cohort; Day hospital; Hospital discharge; Psychiatry; Intellectual disability; Cohort study; Hospital readmission; Mental health; Emergency medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002468341,0.00026136,0.0003346284,0.0001306433,0.0009035061,0.0002587326,0.0002462675,0.0001035546,0.002946729],"category_scores_gemma":[0.0004022811,0.0001826671,0.00004873162,0.0001287796,0.0008019761,0.000354859,0.0002640974,0.0002578191,0.000145487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005658246,"about_ca_system_score_gemma":0.0001083288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005898415,"about_ca_topic_score_gemma":0.0004770176,"domain_scores_codex":[0.9984027,0.00005708622,0.0002364366,0.0005243766,0.0003831381,0.0003962616],"domain_scores_gemma":[0.9987432,0.0002861431,0.00005662805,0.0004210967,0.00006526833,0.0004276235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002838794,0.0002819446,0.9549075,0.0004782112,0.0003724316,0.000003199016,0.03538481,5.143179e-8,0.0001258852,0.00005390139,0.00569929,0.002408931],"study_design_scores_gemma":[0.002460641,0.00118307,0.8102517,0.0002035848,0.0003317436,0.000423801,0.1591557,0.0004418834,0.0002769036,0.0002338613,0.02438919,0.0006479382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650522,0.0004662891,0.000005033155,0.002310334,0.0001135072,0.0005098149,0.00002519962,0.00005409761,0.03146351],"genre_scores_gemma":[0.9957003,0.0005764303,0.0002775058,0.0002073445,0.00009155441,0.00004598163,0.00002820282,0.00003113597,0.003041571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1446558,"threshold_uncertainty_score":0.9979647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03730192125563397,"score_gpt":0.3211606817745215,"score_spread":0.2838587605188875,"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."}}