{"id":"W4386987183","doi":"10.1016/j.brachy.2023.06.080","title":"PSOR02  Presentation Time: 12:05 PM","year":2023,"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":"McGill University Health Centre; Regional Municipality of Durham; Lakeridge Health","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; External beam radiotherapy; Prostate; Magnetic resonance imaging; Radiation therapy; Toxicity; Urology; Acute toxicity; Radiology; Nuclear medicine; Cancer; Internal medicine","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":[0.00009255348,0.0001074068,0.0002062519,0.0000840337,0.00005370995,0.00001987378,0.000036193,0.0000433654,0.0007075284],"category_scores_gemma":[0.00001497421,0.0000833155,0.00009314158,0.0002139677,0.0000238155,0.0000713486,0.00001064909,0.00005705331,0.001440955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005905846,"about_ca_system_score_gemma":0.00004641314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002759368,"about_ca_topic_score_gemma":0.000004947913,"domain_scores_codex":[0.9992362,0.00002375879,0.0001503092,0.0002021272,0.000190335,0.0001973253],"domain_scores_gemma":[0.9995584,0.00006171571,0.00004569558,0.0002134495,0.00003559439,0.00008507087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001355927,0.0007379461,0.09113748,0.0001014541,0.0006094571,0.0004561071,0.001420697,0.00007117358,0.01396913,0.0005160296,0.5119256,0.3776989],"study_design_scores_gemma":[0.01989245,0.002131289,0.6515699,0.0001840181,0.0001716951,0.00008016586,0.000134379,0.001938454,0.02762968,0.001531364,0.2943768,0.0003598141],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794968,0.001255713,0.00003264977,0.009917166,0.0003346996,0.00110307,0.00002111372,0.0004074852,0.007431312],"genre_scores_gemma":[0.9404222,0.007159442,0.0005698358,0.003715024,0.0008143903,0.0008074275,0.0005575152,0.00008796237,0.04586624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5604324,"threshold_uncertainty_score":0.9993365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02616513266610163,"score_gpt":0.31738486307693,"score_spread":0.2912197304108284,"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."}}