{"id":"W2956962822","doi":"10.1200/jco.2019.37.15_suppl.10536","title":"Medical oncology trainees’ perceptions of their education and preparedness for independent practice.","year":2019,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Cancer Centre; Dalhousie University; Queen's University","funders":"","keywords":"Preparedness; Medicine; Competence (human resources); Medical education; Modalities; Family medicine; Graduate medical education; Accreditation; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002061992,0.0001120529,0.0001276816,0.0005035318,0.001047577,0.0007727469,0.0003426715,0.0003068691,0.005395353],"category_scores_gemma":[0.008540239,0.0001240101,0.0002756996,0.0004451762,0.0005970835,0.0003416468,0.0007093888,0.0005279019,0.0004675259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003165084,"about_ca_system_score_gemma":0.006774472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1524188,"about_ca_topic_score_gemma":0.3271141,"domain_scores_codex":[0.9984079,0.0002374503,0.00008713068,0.00006947459,0.0007616786,0.0004363208],"domain_scores_gemma":[0.9933466,0.001013488,0.001396169,0.00008161014,0.001621575,0.002540603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000142724,0.0001790078,0.9433646,0.0001604904,0.00004505682,0.0001693574,0.01431667,0.0001159807,0.0007984472,0.00009203239,0.005093286,0.03552235],"study_design_scores_gemma":[0.00000631986,0.0002043557,0.9787885,0.000072859,0.00001048325,0.0001934396,0.01484715,0.0001045215,0.0001148585,0.00002051949,0.005621247,0.00001588438],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940211,0.0002790359,0.00006358749,0.0007964292,0.00002180877,0.00004009201,0.0002081604,0.000006872232,0.004562972],"genre_scores_gemma":[0.9977288,0.0002309145,0.0001973245,0.0002368572,0.00001030309,0.00002300501,0.0001553955,0.000002790484,0.001414569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1524188,"threshold_uncertainty_score":0.3030633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08057229869127426,"score_gpt":0.546164416665306,"score_spread":0.4655921179740318,"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."}}