{"id":"W2975776737","doi":"10.1007/s12630-019-01488-4","title":"Simulation-based assessment in anesthesia: an international multicentre validation study","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa; Stollery Children's Hospital; Alberta Children's Hospital; University of Calgary; Queen's University; McMaster University; McMaster Children's Hospital; University of Alberta; University of Toronto; SickKids Foundation; Hospital for Sick Children","funders":"Canadian Anesthesiologists' Society; Royal College of Physicians and Surgeons of Canada; University of Ottawa","keywords":"Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001916053,0.0003724243,0.000692757,0.002178608,0.0002652303,0.0002803498,0.0005602743,0.0002386317,0.00134823],"category_scores_gemma":[0.0003304627,0.0003665772,0.0002154133,0.0007488387,0.00007345017,0.0009642708,0.000004089199,0.001183226,0.00003339099],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003546276,"about_ca_system_score_gemma":0.01477627,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008824114,"about_ca_topic_score_gemma":0.006112951,"domain_scores_codex":[0.9957991,0.000464482,0.001543655,0.0003882022,0.001070098,0.0007344961],"domain_scores_gemma":[0.9932455,0.0005564492,0.0009843078,0.000499532,0.002419817,0.002294428],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001692571,0.0002774765,0.6954319,0.00003186517,0.00004719347,0.07009298,0.002423574,0.2310114,0.000005787849,0.00003485591,0.00003740747,0.0004363205],"study_design_scores_gemma":[0.004769028,0.002174453,0.7816983,0.0003583861,0.0001331389,0.1652943,0.009151379,0.03518424,0.00001670897,0.00004962554,0.0007918444,0.0003785359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989971,0.00007433458,0.00003579255,0.008135514,0.0006764719,0.0009605676,0.000002925533,0.00001528589,0.0001280383],"genre_scores_gemma":[0.9976267,0.000003341303,0.001011138,0.0003713229,0.0007060148,0.000009482671,0.0000533463,0.00007565717,0.0001429721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1958272,"threshold_uncertainty_score":0.9998786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461845338967265,"score_gpt":0.3255270006961026,"score_spread":0.30090854730643,"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."}}