{"id":"W4412621199","doi":"10.1016/j.brachy.2025.06.004","title":"The Canadian brachytherapy experience: Results of the Canadian brachytherapy group national survey","year":2025,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Université Laval; University of Alberta; BC Cancer Agency; Lethbridge College","funders":"","keywords":"Medicine; Brachytherapy; Respondent; Endometrial cancer; Workforce; Prostate cancer; Family medicine; Cervical cancer; Gynecology; Radiation therapy; Cancer; Internal medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001370373,0.0003561407,0.0004972775,0.0003929545,0.00130831,0.0001432386,0.0006151453,0.0002887766,0.000364867],"category_scores_gemma":[0.0004418721,0.0002111364,0.0003027721,0.002189006,0.0004031514,0.0001244793,0.00002846209,0.0004763664,0.00002932489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001496734,"about_ca_system_score_gemma":0.00424009,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8921357,"about_ca_topic_score_gemma":0.9946627,"domain_scores_codex":[0.9965883,0.000395356,0.0007311908,0.0005478815,0.0009623251,0.0007748979],"domain_scores_gemma":[0.997072,0.0006954825,0.000237459,0.0008653284,0.0006218625,0.0005078513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006945591,0.0005024697,0.8033611,0.00005531372,0.001372216,0.0000368728,0.002200167,0.0000392037,0.001040104,0.01942979,0.01848524,0.146532],"study_design_scores_gemma":[0.006333605,0.0003031313,0.7414559,0.00007442501,0.00002010795,0.00001478728,0.0000774796,0.00003736469,0.0007624837,0.001808534,0.2489204,0.0001918741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8909157,0.00753459,0.00001071527,0.02946712,0.003080282,0.002954041,0.0007515022,0.00008465438,0.06520139],"genre_scores_gemma":[0.9809807,0.0007433273,0.00007078841,0.01028935,0.000236048,0.0001642278,0.0001417552,0.00004051964,0.007333305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2304351,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03842646162225746,"score_gpt":0.3348270092865538,"score_spread":0.2964005476642964,"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."}}