{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00140606,0.001408256,0.001444933,0.001724202,0.003980477,0.008809565,0.001815736,0.006890669,0.9293426],"category_scores_gemma":[0.005093643,0.000888393,0.0020009,0.0009048075,0.0008791499,0.001875447,0.00478576,0.003281146,0.8456742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818738,"about_ca_system_score_gemma":0.001691951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003568496,"about_ca_topic_score_gemma":0.007885804,"domain_scores_codex":[0.9989238,0.0001411733,0.00003310436,0.0001421137,0.0003072866,0.0004524909],"domain_scores_gemma":[0.9970721,0.000275851,0.00007057613,0.0001769173,0.0009242648,0.001480307],"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":[0.000601026,0.0001224065,0.0002542834,0.0001316308,0.0000152216,0.0002330924,0.00006860353,0.00007041444,0.0006710495,0.001381152,0.9736907,0.02276042],"study_design_scores_gemma":[0.0001506991,0.0002101912,0.002966445,0.0002884044,0.00001403317,0.0001520351,0.0001692153,0.0002040985,0.0006077593,0.001250693,0.993956,0.00003028473],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001925181,0.0005106659,0.000827703,0.004896219,0.0196161,0.0005305652,0.004120423,0.003523432,0.9640497],"genre_scores_gemma":[0.004769216,0.000195137,0.0001748393,0.000780249,0.001652723,0.0001128026,0.0009329132,0.0006895158,0.9906926],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07065737,"threshold_uncertainty_score":0.1007841,"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."}}