{"id":"W3037276043","doi":"10.1016/j.brachy.2020.05.004","title":"Brachytherapy education and certification—A Canadian approach","year":2020,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Accreditation; Brachytherapy; Certification; Medicine; Curriculum; Medical education; Maintenance of Certification; Medical physics; Radiology; Pedagogy; Psychology; Management; Radiation therapy","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":[0.008461018,0.0005089704,0.0003698612,0.004410584,0.01551002,0.00690024,0.002854048,0.006194138,0.01767948],"category_scores_gemma":[0.01499541,0.0006661335,0.0007716917,0.003896234,0.004948685,0.002491769,0.005718934,0.007954146,0.001219628],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1078109,"about_ca_system_score_gemma":0.432523,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9573556,"about_ca_topic_score_gemma":0.9872005,"domain_scores_codex":[0.9900171,0.001151036,0.0003689208,0.0007711513,0.00456617,0.003125618],"domain_scores_gemma":[0.9628738,0.001314621,0.000616376,0.0003860412,0.01744822,0.01736092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008160755,0.0005090964,0.02136481,0.000407731,0.00005697076,0.001525047,0.005884236,0.0009763433,0.001455565,0.1583913,0.5298983,0.279449],"study_design_scores_gemma":[0.00005674705,0.000083195,0.04289768,0.001232597,0.00004078023,0.0007772,0.009487762,0.0008883592,0.000463671,0.01036078,0.9335723,0.0001389194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02451525,0.009476221,0.008591085,0.6420537,0.008440625,0.0004470169,0.0003767521,0.000210814,0.3058886],"genre_scores_gemma":[0.5552176,0.02334674,0.02103371,0.1481427,0.001880763,0.0002880284,0.0005621902,0.0002685324,0.2492597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9573556,"threshold_uncertainty_score":0.7822263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02498947902835638,"score_gpt":0.3357534745972397,"score_spread":0.3107639955688833,"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."}}