{"id":"W4245620335","doi":"10.1016/j.brachy.2021.06.076","title":"PRSOR12 Presentation Time: 12:55 PM","year":2021,"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":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Brachytherapy; Prostate cancer; Dose rate; Toxicity; Nuclear medicine; Radiation therapy; Medical physics; External beam radiotherapy; Presentation (obstetrics); Quality of life (healthcare); Radiology; Oncology; Internal medicine; Cancer; Nursing","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":[0.000054956,0.0001074101,0.0002277762,0.00003031264,0.00004612066,0.0000259917,0.00002589385,0.00004545955,0.001858452],"category_scores_gemma":[0.00002045386,0.00008646867,0.000103964,0.000107416,0.00002105897,0.00007539365,0.00001022746,0.0000657448,0.0003645656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007310766,"about_ca_system_score_gemma":0.0001286211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001570138,"about_ca_topic_score_gemma":0.00000889122,"domain_scores_codex":[0.9992474,0.00003563294,0.0001555064,0.000222333,0.0001778887,0.0001612562],"domain_scores_gemma":[0.999489,0.00005091809,0.00004813464,0.0002389693,0.00008411869,0.00008883335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002283249,0.0039851,0.202952,0.0002176609,0.001548981,0.001681512,0.002139934,0.00004227449,0.09438004,0.001736653,0.1561148,0.5329177],"study_design_scores_gemma":[0.02674608,0.001177253,0.3614016,0.0002677811,0.0003199396,0.000392032,0.0001639368,0.0005800013,0.2751125,0.001354066,0.3320407,0.0004440437],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601405,0.008067787,0.0001672708,0.01079349,0.0003197613,0.0009040433,0.00002217486,0.0001343051,0.01945068],"genre_scores_gemma":[0.9206352,0.008942466,0.005039047,0.00789918,0.001032758,0.0006104441,0.0006388611,0.00009223642,0.05510978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5324737,"threshold_uncertainty_score":0.999054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01870185076979122,"score_gpt":0.2993190491472955,"score_spread":0.2806171983775043,"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."}}