{"id":"W4403761024","doi":"10.1016/j.brachy.2024.08.095","title":"PPP03 Presentation Time: 10:48 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":"Western University; London Health Sciences 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007067408,0.0001097655,0.000179322,0.00006416519,0.00003294845,0.0000588619,0.00002845449,0.00004177806,0.003610255],"category_scores_gemma":[0.000008661225,0.00007988748,0.0001064831,0.0001489906,0.00002629124,0.0001112214,0.00000670709,0.00006672471,0.002077161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008961384,"about_ca_system_score_gemma":0.00007509495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001646918,"about_ca_topic_score_gemma":0.000001366339,"domain_scores_codex":[0.999311,0.00001944832,0.0001411899,0.0002204542,0.0001608726,0.0001469783],"domain_scores_gemma":[0.9996421,0.00005539093,0.00002064018,0.0001683638,0.00003847116,0.00007497592],"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":[0.0008123844,0.0005473938,0.006492376,0.0002093712,0.0007444565,0.0004620793,0.000820594,0.00001013781,0.008100438,0.001651355,0.4020266,0.5781229],"study_design_scores_gemma":[0.005563332,0.00113735,0.03122538,0.0003642807,0.0002174682,0.0001095196,0.00003453173,0.001649175,0.02098406,0.001394175,0.937081,0.0002396723],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8616799,0.05429955,0.000261933,0.01946803,0.00127629,0.002251865,0.00005889015,0.0008060394,0.05989747],"genre_scores_gemma":[0.8982695,0.004946655,0.0006956834,0.001828898,0.0009125646,0.0005134744,0.0002527662,0.00007665546,0.09250376],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5778832,"threshold_uncertainty_score":0.9986998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0158704556999654,"score_gpt":0.3177060099429411,"score_spread":0.3018355542429757,"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."}}