{"id":"W4282931212","doi":"10.1016/j.prro.2022.05.016","title":"Can We Identify Predictors of Success in Contouring Education for Radiation Oncology Trainees? An Analysis of the Anatomy and Radiology Contouring Bootcamp","year":2022,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; St Joseph's Health Care; London Health Sciences Centre; Western University","funders":"Australian Research Council; Western University; Ontario Institute for Cancer Research","keywords":"Contouring; Medicine; Radiation oncology; Medical physics; Radiology; Radiation therapy","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":[],"consensus_categories":[],"category_scores_codex":[0.001413356,0.0001451722,0.0008326058,0.0006443388,0.0001699252,0.000004687558,0.0001529492,0.0002714319,0.0001505168],"category_scores_gemma":[0.001521275,0.0001287762,0.000141692,0.0007179464,0.0003447433,0.0002136625,0.0000477527,0.0004633306,1.091087e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001280447,"about_ca_system_score_gemma":0.001599681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001823927,"about_ca_topic_score_gemma":0.000688282,"domain_scores_codex":[0.997323,0.001078481,0.0007772106,0.0003615209,0.000198548,0.0002612674],"domain_scores_gemma":[0.9957332,0.002861596,0.0008937996,0.0002596382,0.0001340119,0.0001177572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003458839,0.002658349,0.7935149,0.0001403113,0.001534883,0.00001969552,0.008695317,0.006616443,0.004925414,0.0220165,0.0004910809,0.1559282],"study_design_scores_gemma":[0.009122606,0.00453317,0.8361524,0.00002106816,0.002280997,0.0002947797,0.005255093,0.03157236,0.0008411488,0.002490037,0.1071833,0.0002530755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740215,0.001778486,0.001949463,0.01903785,0.001372024,0.001253088,0.00006694235,0.00001981161,0.0005008521],"genre_scores_gemma":[0.9954908,0.0009953472,0.001700192,0.00095638,0.0003067775,0.0003471541,0.0001256512,0.00001715197,0.00006057422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1556752,"threshold_uncertainty_score":0.5251341,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089822438815537,"score_gpt":0.4471107309922718,"score_spread":0.4262125066041165,"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."}}