{"id":"W1963586501","doi":"10.1186/1471-244x-7-60","title":"An examination of the temporal and geographical patterns of psychiatric emergency service use by multiple visit patients as a means for their early detection","year":2007,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Notre-Dame; Université de Montréal; McGill University; Douglas Mental Health University Institute","funders":"","keywords":"Medicine; Cluster (spacecraft); Schizophrenia (object-oriented programming); Confidence interval; Emergency department; Mental health; Psychiatry; Service (business); Demography; Medical emergency; Family medicine; Pediatrics","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":[0.0002691941,0.0001363703,0.0001723445,0.0001672524,0.00009000359,0.000007805181,0.00009620732,0.0001020538,0.00001112909],"category_scores_gemma":[0.00005464409,0.00009069544,0.0001275038,0.000384491,0.00002485539,0.0001157534,0.00002098981,0.0001058461,6.712435e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001766703,"about_ca_system_score_gemma":0.00006117515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001080183,"about_ca_topic_score_gemma":0.01169338,"domain_scores_codex":[0.9988189,0.0000741526,0.0003429561,0.0002421061,0.0003172083,0.0002046401],"domain_scores_gemma":[0.9990723,0.00005686418,0.0001747429,0.0003214314,0.000234996,0.0001396948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00278719,0.001075431,0.9887575,0.0001951744,0.00005804377,3.676621e-8,0.0001446601,4.123171e-7,0.0005964644,0.00006942565,0.00002182684,0.006293821],"study_design_scores_gemma":[0.004931055,0.001685045,0.9908937,0.00003735054,0.00008781134,0.00000255857,0.0001990424,0.000238271,0.001525152,0.0002964668,0.00002465403,0.00007891912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955603,0.0001524697,0.002589258,0.0001257421,0.0003469846,0.001054618,0.000142305,0.00001807723,0.00001026471],"genre_scores_gemma":[0.9964024,0.00002390048,0.003318145,0.00003660616,0.00008153039,0.00003230887,0.00006967793,0.00002001498,0.00001540193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0106132,"threshold_uncertainty_score":0.6525183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563667893310172,"score_gpt":0.2776115512793018,"score_spread":0.2619748723462001,"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."}}