{"id":"W4403760991","doi":"10.1016/j.brachy.2024.08.097","title":"PPP05 Presentation Time: 11:06 AM","year":2024,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre","funders":"","keywords":"Medicine; Presentation (obstetrics); 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":[],"consensus_categories":[],"category_scores_codex":[0.00007046156,0.0001112551,0.0001820453,0.00006523338,0.00003365114,0.00005369471,0.00002874723,0.00004180205,0.000876976],"category_scores_gemma":[0.000006778901,0.00008106779,0.0001066244,0.0001491931,0.00002394511,0.0000995835,0.00000694696,0.00006551094,0.0007710024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009025016,"about_ca_system_score_gemma":0.00007318394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002442785,"about_ca_topic_score_gemma":0.000004748833,"domain_scores_codex":[0.9992996,0.0000190218,0.0001412548,0.0002259432,0.0001632522,0.0001509151],"domain_scores_gemma":[0.9996396,0.00006182628,0.00002095498,0.0001720587,0.00003018352,0.0000753508],"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":[0.0005393745,0.0008262748,0.05497681,0.0003280574,0.0008974278,0.0007564994,0.001622397,0.00002493812,0.009653946,0.003215958,0.3944637,0.5326946],"study_design_scores_gemma":[0.00534872,0.0009198657,0.06287902,0.0004053531,0.0002117843,0.0001011058,0.00004636979,0.001908627,0.01539197,0.001103898,0.9114474,0.0002358953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9304208,0.03241439,0.0003085309,0.02114454,0.0006787094,0.00163803,0.00003939452,0.0005554902,0.01280018],"genre_scores_gemma":[0.9701217,0.003913288,0.0006342384,0.002125771,0.0007044739,0.0003833278,0.0002150805,0.00005795597,0.02184417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5324587,"threshold_uncertainty_score":0.9909934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538351099418143,"score_gpt":0.3148418802622133,"score_spread":0.2994583692680318,"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."}}