{"id":"W4386986411","doi":"10.1016/j.brachy.2023.06.075","title":"PP03  Presentation Time: 11:18 AM","year":2023,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Treatment and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Hôpital de l'Enfant-Jésus","funders":"","keywords":"Medicine; Prostate cancer; Regimen; Prostatectomy; Brachytherapy; Radiation therapy; Prostate; Prospective cohort study; Nuclear medicine; Cohort; Urology; Image-guided radiation therapy; Cancer; Surgery; 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":["insufficient_payload"],"category_scores_codex":[0.0001495879,0.00009293253,0.0001759471,0.0001358234,0.00007315423,0.0000229204,0.0000510243,0.00005136033,0.001524427],"category_scores_gemma":[0.00002142106,0.00006727297,0.00008023502,0.0004307458,0.00004581478,0.00007840076,0.0000152212,0.0000806098,0.001815629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000048776,"about_ca_system_score_gemma":0.00007757753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002569997,"about_ca_topic_score_gemma":0.000003006372,"domain_scores_codex":[0.999119,0.00003599769,0.0001240004,0.0001856856,0.0002830754,0.0002522575],"domain_scores_gemma":[0.9995509,0.00006189699,0.00002834213,0.0002050951,0.0000585721,0.00009518149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.004001839,0.0005640509,0.1508622,0.0001815699,0.0005455544,0.000632999,0.001783175,0.0000296897,0.1196134,0.0003333679,0.5194125,0.2020396],"study_design_scores_gemma":[0.03465571,0.001749729,0.5748321,0.0001745833,0.0001185135,0.00009403333,0.0003796274,0.004349922,0.05815961,0.001887317,0.3231198,0.00047906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820567,0.0007730389,0.00002157993,0.005838918,0.0001623785,0.0008421189,0.000009168571,0.0003231455,0.009972891],"genre_scores_gemma":[0.692717,0.003238979,0.0003126493,0.0009264771,0.0007969092,0.000339268,0.0005951581,0.00007834318,0.3009952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4239699,"threshold_uncertainty_score":0.9993883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04833410704757621,"score_gpt":0.3838494781560979,"score_spread":0.3355153711085217,"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."}}