{"id":"W2101526977","doi":"10.1176/ps.2007.58.3.335","title":"Demographic and Clinical Profiles of Patients Who Make Multiple Visits to Psychiatric Emergency Services","year":2007,"lang":"en","type":"article","venue":"Psychiatric Services","topic":"Psychiatric care and mental health services","field":"Psychology","cited_by":113,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Medicine; Schizophrenia (object-oriented programming); Emergency department; Psychiatry; Medical emergency; Emergency medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001426026,0.0006495726,0.0009178492,0.001305614,0.0003508193,0.00003917234,0.001016232,0.000524834,0.0003641582],"category_scores_gemma":[0.000006036292,0.0006117331,0.0004026631,0.003348748,0.00005541901,0.0002387702,0.0002765339,0.0004455821,0.0002119535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003236759,"about_ca_system_score_gemma":0.00004992812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004432949,"about_ca_topic_score_gemma":0.01996377,"domain_scores_codex":[0.9938631,0.000235184,0.002508704,0.001394018,0.0007696969,0.001229293],"domain_scores_gemma":[0.9962237,0.0003219863,0.001127627,0.001033582,0.0003952651,0.0008978535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00108665,0.001507348,0.9695329,0.001802815,0.0002039835,0.00000302438,0.003286965,6.703234e-7,0.000005233215,0.0003617376,0.001282634,0.02092604],"study_design_scores_gemma":[0.002904695,0.001251147,0.9764066,0.00004443548,0.0002709092,0.000006988489,0.0047018,0.00002557162,0.000008508427,0.0004491764,0.01332205,0.0006081286],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705814,0.009995239,0.00006493618,0.0004290912,0.01048631,0.001713817,0.0001988535,0.0001777096,0.006352633],"genre_scores_gemma":[0.9907347,0.001271968,0.002737081,0.00334835,0.001369776,0.00007005926,0.0001216473,0.00009990513,0.0002465214],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02031791,"threshold_uncertainty_score":0.9996334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396235684381273,"score_gpt":0.3490854328379501,"score_spread":0.3351230759941373,"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."}}