{"id":"W4310691656","doi":"10.1016/j.brachy.2022.09.101","title":"PSOR7  Presentation Time: 12:00 PM","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":"Université Laval","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; Androgen deprivation therapy; Radiation therapy; Genitourinary system; Prostate; External beam radiotherapy; Stage (stratigraphy); Surgery; Radiology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001639579,0.00008773118,0.0001697818,0.00009276955,0.0001987045,0.00001624649,0.00006909122,0.00002283741,0.007799614],"category_scores_gemma":[0.000008478957,0.00007000972,0.00008456337,0.0001755351,0.00003495695,0.00006185325,0.00003480097,0.0001713174,0.0001619946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001310114,"about_ca_system_score_gemma":0.0001230203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003319103,"about_ca_topic_score_gemma":0.00000139314,"domain_scores_codex":[0.9989957,0.00008081461,0.0001265024,0.0001902685,0.0003986767,0.0002080572],"domain_scores_gemma":[0.9996069,0.00004079069,0.00003859144,0.0002021063,0.00003277601,0.00007884265],"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":[0.02268188,0.002914879,0.08921056,0.0001562434,0.00120664,0.000869062,0.005298369,0.0002352167,0.1415831,0.0007509858,0.4358856,0.2992075],"study_design_scores_gemma":[0.03496078,0.004035643,0.07403789,0.00003046116,0.00009798558,0.0002906859,0.0005731066,0.002311178,0.01619508,0.001182393,0.8658904,0.0003943869],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9483866,0.005027035,0.00004898136,0.01045293,0.000311567,0.001644569,0.00003317358,0.0001783692,0.03391675],"genre_scores_gemma":[0.8041055,0.0009536055,0.0003768353,0.001956302,0.0004787425,0.0007770959,0.0004079248,0.00005973652,0.1908843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4300048,"threshold_uncertainty_score":0.9931074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02701446370228931,"score_gpt":0.3351138619118356,"score_spread":0.3080993982095462,"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."}}