{"id":"W2594356170","doi":"10.1016/j.prro.2017.02.006","title":"Hazards and incidents: Detection and learning in radiation medicine, a comparison of 2 educational interventions","year":2017,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Michener Institute; Toronto Rehabilitation Institute; University of Toronto; University Health Network; Occupational Cancer Research Centre; Princess Margaret Cancer Centre; Cancer Care Ontario","funders":"","keywords":"Medicine; Psychological intervention; Hazard ratio; Test (biology); Hazard; Medical education; Intervention (counseling); Physical therapy; Family medicine; Medical physics; Nursing; Internal medicine; Confidence interval","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.000884398,0.00008926546,0.0003112323,0.0003197619,0.0002800382,0.00002220618,0.00003947564,0.0001705168,0.0002325668],"category_scores_gemma":[0.01326496,0.00009261316,0.00003053546,0.000111273,0.0002241923,0.000353452,0.00002688121,0.000437191,0.000006855776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003827104,"about_ca_system_score_gemma":0.0006109319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077594,"about_ca_topic_score_gemma":0.0003746259,"domain_scores_codex":[0.9985162,0.0003313372,0.0006073433,0.0002243138,0.0001924259,0.0001284006],"domain_scores_gemma":[0.9961817,0.002547845,0.0006954696,0.0001759634,0.0002552808,0.0001437077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000161591,0.0002510117,0.8475494,0.0001414651,0.00002372088,8.387821e-7,0.003659387,0.0001126616,0.0001452794,0.001661078,0.0001147699,0.1461788],"study_design_scores_gemma":[0.001782641,0.000661458,0.9564942,0.0001225406,0.00008799307,0.00003830975,0.00175202,0.03642092,0.00006831887,0.0007199007,0.001786731,0.00006494146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9325163,0.0009217776,0.001330078,0.06304392,0.0005399672,0.0004544131,0.000002154364,0.00001600064,0.001175354],"genre_scores_gemma":[0.9980146,0.0001944453,0.001121531,0.0002052559,0.000264489,0.00005866645,0.00004668278,0.00001003665,0.00008433131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1461139,"threshold_uncertainty_score":0.9950467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09743930075115484,"score_gpt":0.5455952376199511,"score_spread":0.4481559368687963,"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."}}