{"id":"W2168161571","doi":"10.1136/qshc.2007.025486","title":"Audit of the consultation process on general internal medicine services","year":2009,"lang":"en","type":"article","venue":"BMJ Quality & Safety","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Subspecialty; Audit; Chart; Family medicine; Sample (material); MEDLINE; Medical emergency","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":[0.001144046,0.000104359,0.0002345916,0.00007223933,0.0001090543,0.00001481103,0.0002738734,0.00008484638,0.00005768205],"category_scores_gemma":[0.0002933482,0.00006420386,0.00004421887,0.000308532,0.00006723318,0.0001661299,0.00003804819,0.0001313322,0.00002729855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000243145,"about_ca_system_score_gemma":0.00003606461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006654498,"about_ca_topic_score_gemma":0.0008690082,"domain_scores_codex":[0.9986086,0.00004461671,0.0007249516,0.0001732312,0.0002952785,0.0001532723],"domain_scores_gemma":[0.9989023,0.00005836719,0.0005323021,0.0002480273,0.0002508921,0.000008090894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0005505458,0.0002097617,0.05663306,0.002821479,0.00006043086,0.000006414491,0.001486221,0.000112165,0.002024064,0.7389799,0.005886592,0.1912294],"study_design_scores_gemma":[0.002100125,0.0000951135,0.8568267,0.00114804,0.00003695982,0.000005305033,0.003212153,0.001330075,0.0003453649,0.03435935,0.1002371,0.0003036663],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199098,0.00004202002,0.0001929726,0.05515228,0.0004921689,0.0005170041,0.000005553395,0.00009830231,0.02358992],"genre_scores_gemma":[0.9926636,0.00000430278,0.00001473628,0.006161339,0.000886662,0.000007559531,0.00001417815,0.000005679338,0.0002419115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8001937,"threshold_uncertainty_score":0.9999603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03367713159396984,"score_gpt":0.3641398062563446,"score_spread":0.3304626746623748,"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."}}