{"id":"W4412523374","doi":"10.1016/j.brachy.2025.05.005","title":"A scoping review on the International State of Resident Brachytherapy Education","year":2025,"lang":"en","type":"review","venue":"Brachytherapy","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Brachytherapy; Medicine; Competence (human resources); Globe; Medical physics; Radiation oncology; Psychological intervention; Medical education; Radiation therapy; Nursing; Surgery; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007803336,0.0004645551,0.002116215,0.0003000771,0.0001091028,0.00001729067,0.0005493142,0.0002152488,0.0008048148],"category_scores_gemma":[0.000314023,0.0002747476,0.0007070113,0.0005138218,0.0001812922,0.00007182944,0.00003463717,0.0006678293,0.00003717934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003094242,"about_ca_system_score_gemma":0.003560821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005523878,"about_ca_topic_score_gemma":0.000008195024,"domain_scores_codex":[0.9972891,0.0003874312,0.001125084,0.0005127635,0.0004408822,0.0002447767],"domain_scores_gemma":[0.996331,0.00147977,0.000976251,0.0009455202,0.0002012759,0.00006612676],"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":[0.0001051666,0.0002305622,0.000006073891,0.07336204,0.0004542765,0.000007590385,0.00005057698,6.241441e-7,0.000001102467,0.0007012601,0.01153277,0.9135479],"study_design_scores_gemma":[0.0002527081,0.0002020544,0.000005128989,0.4186752,0.0001866635,0.00006890144,0.000003620965,5.315903e-7,0.00000626867,0.0002515675,0.5802146,0.0001328456],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003893053,0.9855467,0.0001855172,0.003397326,0.001952428,0.004822404,0.0000251466,0.00004890575,0.004017666],"genre_scores_gemma":[4.862997e-7,0.9736935,0.0005678088,0.01558694,0.0006933864,0.0008961576,0.00009635613,0.00006070159,0.008404588],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9134151,"threshold_uncertainty_score":0.9999705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04333887562459014,"score_gpt":0.4820071394528778,"score_spread":0.4386682638282876,"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."}}