{"id":"W4413444520","doi":"10.1016/j.brachy.2025.06.096","title":"PRSOP02  Presentation Time: 11:35 AM","year":2025,"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":"St. Clair College","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical physics; 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":[0.00174972,0.001615743,0.001573285,0.001719113,0.004282222,0.01010482,0.001885943,0.007936346,0.9216985],"category_scores_gemma":[0.004798001,0.0008700042,0.002503203,0.0009071434,0.001034691,0.001941776,0.005374268,0.004127044,0.8454899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002096268,"about_ca_system_score_gemma":0.002215142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003515267,"about_ca_topic_score_gemma":0.009028122,"domain_scores_codex":[0.9988054,0.0001309412,0.00003291776,0.0001666757,0.0003827523,0.0004813768],"domain_scores_gemma":[0.9966264,0.0003252452,0.00008122644,0.0001996849,0.001003597,0.001763836],"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":[0.0006944755,0.0001251802,0.0002008593,0.0001576421,0.00001739321,0.0002274773,0.00006877981,0.00008966327,0.001149438,0.001594664,0.976349,0.01932535],"study_design_scores_gemma":[0.000180345,0.0002562311,0.002304066,0.0002350019,0.00001442954,0.0001384395,0.0001399481,0.0002775223,0.0007102361,0.001501494,0.9942111,0.00003120599],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002348455,0.0005442852,0.00100395,0.006678749,0.01927221,0.0006798856,0.005276671,0.005480009,0.9587158],"genre_scores_gemma":[0.005277848,0.0001704643,0.0001781476,0.001035163,0.002041696,0.0001145371,0.001072941,0.0009387629,0.9891703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07830155,"threshold_uncertainty_score":0.1116876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720870948016019,"score_gpt":0.3602404704168067,"score_spread":0.3430317609366466,"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."}}