{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001539808,0.0002220024,0.0004762208,0.0006965103,0.00009794516,0.00001725705,0.0001434023,0.0002883154,0.000203444],"category_scores_gemma":[0.0002501377,0.0001596675,0.0001181831,0.0008012876,0.0002435526,0.0003201568,0.000007892406,0.0005096892,0.00001188667],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00487279,"about_ca_system_score_gemma":0.006231224,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01049416,"about_ca_topic_score_gemma":0.3265799,"domain_scores_codex":[0.9974962,0.0004776906,0.0007445537,0.0003845193,0.0002755956,0.0006214352],"domain_scores_gemma":[0.9981605,0.001114831,0.0002359239,0.0002157503,0.0001001168,0.0001728391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005775073,0.0002127015,0.2855129,0.00004900272,0.00004570653,0.0001970746,0.00396862,0.00241983,0.00003684991,0.006129769,0.0002293421,0.7006207],"study_design_scores_gemma":[0.006872131,0.009302675,0.3655332,0.0003322775,0.00007741042,0.00009599386,0.00526597,0.01308542,0.0001745286,0.008517611,0.590347,0.0003957608],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9024564,0.0410076,0.0005965989,0.03664537,0.004898441,0.003824861,0.00007224193,0.0001304595,0.01036804],"genre_scores_gemma":[0.9930698,0.003409282,0.001711602,0.0006681001,0.0003328458,0.0005634463,0.000153075,0.00002739753,0.00006446992],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7002249,"threshold_uncertainty_score":0.9994025,"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."}}