{"id":"W4310691705","doi":"10.1016/j.brachy.2022.09.046","title":"GPP09  Presentation Time: 10:00 AM","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kelowna General Hospital; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Medicine; Brachytherapy; Dosimetry; Radiology; Nuclear medicine; Vagina; Radiation treatment planning; Medical physics; Radiation therapy; Surgery","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001061115,0.00009208964,0.0002233862,0.00008838096,0.00009954498,0.00001055802,0.00005954222,0.00002296917,0.07630012],"category_scores_gemma":[0.00001381328,0.00007548236,0.0001161103,0.0003706038,0.00001347698,0.00004714382,0.00002733423,0.0001085635,0.0005812583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001066645,"about_ca_system_score_gemma":0.00004236471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004207641,"about_ca_topic_score_gemma":7.184888e-7,"domain_scores_codex":[0.9990758,0.00006676921,0.0001542776,0.0001912371,0.0003610001,0.0001508744],"domain_scores_gemma":[0.9995909,0.00006369094,0.00005577198,0.0001809364,0.00002852362,0.00008017234],"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":[0.04656525,0.005572593,0.0995135,0.0001604556,0.001867443,0.0004324506,0.001727241,0.000263744,0.05899948,0.001334327,0.130088,0.6534755],"study_design_scores_gemma":[0.05021094,0.006113523,0.08254185,0.00002032625,0.0001543664,0.0001516456,0.0002132889,0.0003715755,0.005223286,0.001700516,0.8529329,0.0003657836],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327613,0.001980919,0.00001208867,0.001951754,0.0003219061,0.0009312682,0.00002080235,0.0001335311,0.06188644],"genre_scores_gemma":[0.8803276,0.0001279105,0.0002651318,0.002545601,0.0003650131,0.0003835283,0.0002019746,0.00003484814,0.1157484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7228449,"threshold_uncertainty_score":0.9245443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227538652206236,"score_gpt":0.3110306123445972,"score_spread":0.2887552258225348,"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."}}