{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009651812,0.0001715751,0.0002662882,0.00009765955,0.0001824898,0.00002309964,0.00009247836,0.0001639691,0.0002898631],"category_scores_gemma":[0.0000360173,0.0001512249,0.00005549382,0.0002648061,0.0001475043,0.0001428069,0.000005004087,0.000238809,0.00003719058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244756,"about_ca_system_score_gemma":0.0007479947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007842587,"about_ca_topic_score_gemma":0.0003448665,"domain_scores_codex":[0.9989762,0.00005216503,0.0002106377,0.000386254,0.0001196195,0.0002551173],"domain_scores_gemma":[0.9990615,0.00004245965,0.00007010284,0.0002458683,0.00007341072,0.0005066164],"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":[0.000610799,0.0004707013,0.05051414,0.00009117209,0.0001829457,0.00001677945,0.00556591,0.00002248304,0.005613066,0.00863942,0.01845839,0.9098142],"study_design_scores_gemma":[0.002046392,0.0006757195,0.06437521,0.00001991753,0.00003381577,0.0003941137,0.0005244779,0.001409169,0.00046552,0.0008826045,0.928854,0.0003189839],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6595904,0.0520245,0.02848085,0.1765561,0.001584898,0.003327534,0.00003499602,0.000604631,0.07779606],"genre_scores_gemma":[0.8917037,0.003376345,0.02823883,0.07326908,0.001564872,0.0001072952,0.00008461199,0.00006047183,0.001594759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9103957,"threshold_uncertainty_score":0.616677,"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."}}