{"id":"W2037853440","doi":"10.1016/j.brachy.2012.08.005","title":"The evolving practice of intrauterine cervix brachytherapy in Canada: A medical physics perspective","year":2013,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatchewan Cancer Agency; University of Saskatchewan","funders":"Saskatchewan Cancer Agency","keywords":"Brachytherapy; Medicine; Radiation treatment planning; Cervix; Medical physics; Cervical cancer; Modalities; Radiation therapy; Nuclear medicine; Radiology; Cancer; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002753453,0.0001921951,0.0004319471,0.00005005681,0.00006170008,0.00002231151,0.000186081,0.00007411071,0.00191005],"category_scores_gemma":[0.0004099301,0.0001211887,0.00009503695,0.0006173861,0.00007813766,0.0002102322,0.00003342647,0.0003471063,0.00002318265],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000880841,"about_ca_system_score_gemma":0.001339768,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7993901,"about_ca_topic_score_gemma":0.3374223,"domain_scores_codex":[0.9979991,0.0001353258,0.0004262493,0.0002779716,0.0008037713,0.0003575261],"domain_scores_gemma":[0.9979894,0.0009010716,0.0001823359,0.0003543182,0.0003720256,0.0002008885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002816201,0.001319405,0.1006291,0.0001056759,0.001036414,0.0002442914,0.001920566,0.00001491676,0.001066124,0.01091435,0.0017928,0.8781402],"study_design_scores_gemma":[0.03570379,0.003659701,0.8658529,0.0006305935,0.0001716777,0.000426748,0.009966984,0.00274105,0.005819391,0.02161928,0.05247531,0.000932559],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405854,0.01130869,0.000142841,0.03350171,0.0005326367,0.0015903,0.00000978602,0.00004296727,0.01228563],"genre_scores_gemma":[0.9892977,0.006281003,0.0003479693,0.003462892,0.0003112632,0.0001275883,0.000005150774,0.00003045429,0.0001359667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8772076,"threshold_uncertainty_score":0.9990023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192586997460273,"score_gpt":0.2895554422207171,"score_spread":0.2776295722461143,"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."}}