{"id":"W2827996024","doi":"10.1186/s12991-018-0199-x","title":"Variation in admission rates between psychiatrists on call in a university teaching hospital","year":2018,"lang":"en","type":"article","venue":"Annals of General Psychiatry","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Emergency psychiatry; Medicine; Geriatric psychiatry; Emergency department; Descriptive statistics; Health care; Mental health; Medical emergency; Family medicine; Psychiatry; Emergency medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002969564,0.0001382468,0.0002791487,0.000263993,0.00007726563,0.000002745604,0.00009416474,0.0001085534,0.00002535796],"category_scores_gemma":[0.00007272162,0.0001275665,0.00009849948,0.0002875183,0.00005793057,0.00008606126,0.00003403358,0.0002504587,0.000009271381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002224015,"about_ca_system_score_gemma":0.00009561935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005867965,"about_ca_topic_score_gemma":0.0003081953,"domain_scores_codex":[0.9989651,0.00008838566,0.0002926896,0.0002651348,0.0001664137,0.000222308],"domain_scores_gemma":[0.9995125,0.00002180791,0.000111452,0.0001813766,0.00009331013,0.00007957356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004475375,0.0005371012,0.9171252,0.0000785457,0.00007406469,0.000006959889,0.001465878,0.000007582353,0.0006071258,0.001911513,0.0757621,0.001976444],"study_design_scores_gemma":[0.001167995,0.001354612,0.9911706,0.0003060855,0.00002654417,6.343642e-7,0.0003176744,0.00005125046,0.0003407512,0.001201913,0.00390631,0.0001556171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767327,0.0004932058,0.00002876167,0.01450051,0.0007909974,0.0001813375,0.00001595336,0.00001867093,0.007237839],"genre_scores_gemma":[0.9960439,0.000328697,0.001541664,0.0006992303,0.0009355649,8.809138e-7,0.00001842633,0.00001130371,0.0004202985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07404546,"threshold_uncertainty_score":0.5202013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02864045561555357,"score_gpt":0.3436432738631605,"score_spread":0.3150028182476069,"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."}}