{"id":"W4310691702","doi":"10.1016/j.brachy.2022.09.013","title":"Friday, June 17, 20229:00 AM - 10:00 AM PP01  Presentation Time: 9:00 AM","year":2022,"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":"Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; Androgen deprivation therapy; Radiation therapy; Urology; Prostate; Internal medicine; External beam radiotherapy; Oncology; Surgery; Cancer","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":[0.00174421,0.002264657,0.0019817,0.001568414,0.008211118,0.008210722,0.002517248,0.005076705,0.8673136],"category_scores_gemma":[0.003343903,0.001157811,0.00251613,0.0008724424,0.0008285831,0.001864417,0.004984107,0.004378107,0.7108256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002144773,"about_ca_system_score_gemma":0.002161592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008795817,"about_ca_topic_score_gemma":0.03134741,"domain_scores_codex":[0.9990206,0.0001124468,0.00002650884,0.0001606461,0.0002773607,0.0004023833],"domain_scores_gemma":[0.9978356,0.0001307521,0.00004661629,0.00008681936,0.0007228806,0.001177362],"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":[0.0007575291,0.000253515,0.0004395625,0.0001269802,0.00002098852,0.0001857914,0.00008899978,0.00006094766,0.0007251108,0.0005881654,0.9806779,0.01607451],"study_design_scores_gemma":[0.0002303263,0.000456694,0.00623654,0.0003098091,0.00003405426,0.00011266,0.0005127582,0.0002811718,0.0006423782,0.0007567921,0.9903815,0.00004536554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006185296,0.00143017,0.001101142,0.007637023,0.03137454,0.001190393,0.005117498,0.004706636,0.9412574],"genre_scores_gemma":[0.004374986,0.0003491954,0.0002659037,0.0008266444,0.001515314,0.000176229,0.001136587,0.0005668609,0.9907883],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1326864,"threshold_uncertainty_score":0.1892611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02500733105225417,"score_gpt":0.3356228633095076,"score_spread":0.3106155322572535,"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."}}