{"id":"W4391578318","doi":"10.1016/j.adro.2024.101462","title":"The Impact on Peer Mentorship After Implementation of a Competency-Based Residency Curriculum in Canadian Radiation Oncology Training Programs","year":2024,"lang":"en","type":"article","venue":"Advances in Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Foundation; Alberta Cancer Foundation; Toronto Rehabilitation Institute; McGill University Health Centre; BC Cancer Agency; Princess Margaret Cancer Centre; Institute for Work & Health; University Health Network","funders":"University of Toronto","keywords":"Mentorship; Medicine; Medical education; Curriculum; Specialty; Cohort; Competence (human resources); Summative assessment; Affect (linguistics); Family medicine; Psychology; Internal medicine; Pedagogy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007554187,0.0003288074,0.000265181,0.000825909,0.008451843,0.002780369,0.002100092,0.0008305894,0.002409021],"category_scores_gemma":[0.03295962,0.0002635422,0.000311144,0.0006339451,0.00331975,0.0009808018,0.0052177,0.001604601,0.0001277024],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02681448,"about_ca_system_score_gemma":0.05385149,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5682714,"about_ca_topic_score_gemma":0.7721529,"domain_scores_codex":[0.9909824,0.00294233,0.0001735727,0.000461756,0.002293175,0.003146829],"domain_scores_gemma":[0.9774635,0.004409177,0.00258652,0.0004429276,0.005567921,0.009529918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003848903,0.0008078452,0.23778,0.0004838303,0.000049862,0.002103853,0.6183168,0.0003003894,0.00352976,0.0009816737,0.007076529,0.1281845],"study_design_scores_gemma":[0.0000249786,0.0006879257,0.4262447,0.000287827,0.00002601243,0.000392538,0.554405,0.0002543037,0.0009148847,0.0001440279,0.01656525,0.00005248169],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942651,0.000214896,0.0001212908,0.001539924,0.00004342243,0.00009186059,0.00003850677,0.00001320963,0.003671828],"genre_scores_gemma":[0.9984617,0.0001379763,0.0002147263,0.0001601455,0.00001054393,0.00003752467,0.00002877972,0.000004293496,0.0009442662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9731855,"threshold_uncertainty_score":0.8685423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578356882539128,"score_gpt":0.4457102434221181,"score_spread":0.4299266745967268,"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."}}