{"id":"W184750122","doi":"10.1007/bf03022056","title":"Barriers to use of simulation-based education","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":165,"is_retracted":false,"has_abstract":false,"ca_institutions":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre; The Wilson Centre; St. Michael's Hospital","funders":"","keywords":"Incentive; Descriptive statistics; Medical education; Medicine; Perception; Simulation training; Statistic; Psychology; Nursing; Family medicine; Simulation; Computer science; Statistics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008078158,0.0002812162,0.000581631,0.002027597,0.0003746719,0.0001271864,0.0003092249,0.0002088254,0.00107884],"category_scores_gemma":[0.001815423,0.0002788775,0.0002813772,0.0008791718,0.0001343183,0.0005083437,0.000002706715,0.0006007352,0.00002089673],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002295725,"about_ca_system_score_gemma":0.05184209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009415564,"about_ca_topic_score_gemma":0.005593326,"domain_scores_codex":[0.9969862,0.0001641397,0.001351871,0.0002158352,0.0006469018,0.0006350658],"domain_scores_gemma":[0.9874363,0.0005000997,0.0008633193,0.000385157,0.003829494,0.006985621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"case_report","study_design_scores_codex":[0.0003880274,0.00008815284,0.4144897,0.0001264916,0.00009159174,0.01320469,0.004183622,0.5485462,0.0000387234,0.0002158887,0.008666502,0.009960344],"study_design_scores_gemma":[0.002677552,0.002707181,0.2394209,0.001923423,0.0005177875,0.576491,0.00426494,0.00930116,0.0006064638,0.0001512147,0.1610238,0.0009145944],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703319,0.0003706773,0.0001784105,0.0281367,0.0005035131,0.0003754688,0.000008388751,0.000009286563,0.00008562163],"genre_scores_gemma":[0.9910732,0.000004936745,0.005068539,0.002267699,0.001146315,0.000005124547,0.00001246606,0.00006310424,0.0003586518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5632863,"threshold_uncertainty_score":0.9999663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02554614333602766,"score_gpt":0.2942820390775867,"score_spread":0.268735895741559,"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."}}