{"id":"W4243347018","doi":"10.1016/j.brachy.2021.06.111","title":"PO23","year":2021,"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":"Princess Margaret Cancer Centre; McGill University Health Centre","funders":"","keywords":"Medicine; Brachytherapy; Cervical cancer; Medical physics; Retrospective cohort study; Cancer; Oncology; Radiation therapy; Internal medicine","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":[0.00002604841,0.00005822149,0.0001425903,0.00002450994,0.00001734145,0.000007868151,0.00001873409,0.00003357695,0.007621362],"category_scores_gemma":[0.00001501435,0.00004460671,0.00007959684,0.0002539709,0.00000860204,0.00002272078,0.000007217785,0.00005573969,0.0003657116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002843024,"about_ca_system_score_gemma":0.00005360802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001152448,"about_ca_topic_score_gemma":0.000004078694,"domain_scores_codex":[0.9995311,0.00001387182,0.00008055173,0.0001375852,0.0001278455,0.0001090718],"domain_scores_gemma":[0.9996696,0.00002463008,0.00001428628,0.0001610949,0.00004779304,0.00008259532],"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":[0.001156855,0.00112522,0.2403004,0.00008143739,0.0005016726,0.001209598,0.0001809169,0.00000117637,0.05417909,0.004220726,0.003348791,0.6936941],"study_design_scores_gemma":[0.01354152,0.0008484531,0.3408473,0.00006468482,0.00007114566,0.0004013717,0.00007654095,0.000009970776,0.08292168,0.002854865,0.558156,0.0002065704],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9258801,0.00413924,0.00003076872,0.00265903,0.0002454512,0.0001216281,0.000003133625,0.00006621493,0.06685439],"genre_scores_gemma":[0.9741848,0.0004956343,0.0009941693,0.005370122,0.0002760515,0.0000130231,0.00002834551,0.00001473148,0.01862316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6934875,"threshold_uncertainty_score":0.9932858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02761115642140327,"score_gpt":0.3170215319098016,"score_spread":0.2894103754883984,"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."}}