{"id":"W4248277870","doi":"10.1016/j.brachy.2021.06.008","title":"PP07 Presentation Time: 11:00 AM","year":2021,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Radiation Therapy and Dosimetry","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Presentation (obstetrics); Prostate cancer; National database; BETA (programming language); Oncology; Medical physics; Cancer; Internal medicine; Database; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001258663,0.002043295,0.001858887,0.002181313,0.004171116,0.009133497,0.002295224,0.006440387,0.9404505],"category_scores_gemma":[0.004108405,0.001045719,0.002571138,0.00132673,0.001035517,0.00201832,0.004372883,0.00348145,0.8837982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677596,"about_ca_system_score_gemma":0.001458399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003455183,"about_ca_topic_score_gemma":0.007386134,"domain_scores_codex":[0.9990846,0.0001159089,0.00002815065,0.0001311049,0.0002665455,0.0003737383],"domain_scores_gemma":[0.99731,0.0003477294,0.00005392802,0.0001694966,0.0009033334,0.001215461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006492629,0.0001528732,0.0002269826,0.0002161906,0.00001912994,0.0001928058,0.00008540633,0.0001151723,0.001150216,0.001696736,0.960776,0.0347193],"study_design_scores_gemma":[0.000132796,0.0002186059,0.002454738,0.000351567,0.00001823186,0.0001178792,0.0001776647,0.0002911899,0.0007258595,0.001288404,0.9941901,0.00003297471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001744163,0.000441343,0.0007241418,0.0025088,0.0149644,0.0004049707,0.002799148,0.002939956,0.973473],"genre_scores_gemma":[0.002716874,0.0001788956,0.0001364612,0.0004101543,0.001062408,0.00007168552,0.0006316929,0.0006911134,0.9941007],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05954945,"threshold_uncertainty_score":0.08493996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01271301478834588,"score_gpt":0.2953886531315144,"score_spread":0.2826756383431686,"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."}}