{"id":"W2153821097","doi":"10.1111/camh.12022","title":"Predicting length of stay and readmission for psychiatric inpatient youth admitted to adult mental health beds in <scp>O</scp> ntario, <scp>C</scp> anada","year":2013,"lang":"en","type":"article","venue":"Child and Adolescent Mental Health","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Child and Family Research Institute","funders":"Health Canada; AGE-WELL","keywords":"Psychiatry; Logistic regression; Psychopathology; Schizophrenia (object-oriented programming); Mood; Mood disorders; Mental health; Medicine; Depression (economics); Intellectual disability; Bipolar disorder; Clinical psychology; Anxiety","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003326744,0.0003681951,0.0006704736,0.0004036902,0.0004391418,0.00003554252,0.0001004754,0.00009420048,0.000006231726],"category_scores_gemma":[0.0002037994,0.0002969685,0.00008989024,0.0003747928,0.00006761312,0.0001272954,0.0001318743,0.0003849926,0.000003362368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000597121,"about_ca_system_score_gemma":0.0005990946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002662546,"about_ca_topic_score_gemma":0.001367336,"domain_scores_codex":[0.9968728,0.0001299252,0.0007981766,0.0006689976,0.0005916161,0.0009384747],"domain_scores_gemma":[0.9975168,0.0001170713,0.0002948815,0.0002664485,0.00007639934,0.001728468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001425704,0.004958119,0.8544222,0.003996569,0.0001579131,0.000006196722,0.02532909,0.000002277101,0.0002267618,0.0001944072,0.03369707,0.07558367],"study_design_scores_gemma":[0.02492202,0.01237563,0.9165849,0.005571506,0.00005058196,0.00007735605,0.03449303,0.0008122582,0.002059708,0.0001195654,0.002779497,0.0001539154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809671,0.004336981,0.00001359052,0.008347158,0.0002338985,0.005408103,0.0005196894,0.00004557981,0.0001278803],"genre_scores_gemma":[0.9892598,0.003996878,0.001639784,0.004080138,0.0001546663,0.00008143842,0.0006390059,0.00004629272,0.0001019636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07542975,"threshold_uncertainty_score":0.9999483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439057733686216,"score_gpt":0.2821594675820132,"score_spread":0.267768890245151,"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."}}