{"id":"W4386986185","doi":"10.1016/j.brachy.2023.06.164","title":"PO63","year":2023,"lang":"hr","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Prostate cancer; Brachytherapy; Prostate; External beam radiotherapy; Androgen deprivation therapy; Radiation therapy; Nuclear medicine; Biopsy; Implant; External beam radiation; Limiting; Radiation treatment planning; Urology; Cancer; Radiology; Oncology; Internal medicine; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002228125,0.0002916186,0.0004292434,0.0001729252,0.0001371684,0.00005260169,0.0001102737,0.0001388174,0.002132258],"category_scores_gemma":[0.00002570847,0.000247532,0.0002128013,0.0007454779,0.00007949497,0.00008619028,0.00003678895,0.0001855005,0.009284734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001892062,"about_ca_system_score_gemma":0.0001930002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009271326,"about_ca_topic_score_gemma":0.00001301384,"domain_scores_codex":[0.9981888,0.00005723683,0.0003159231,0.0004698302,0.0003362292,0.0006319906],"domain_scores_gemma":[0.998904,0.0001340963,0.00009485115,0.0005383243,0.00006876529,0.0002599692],"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":[0.0004741191,0.0009143941,0.08078911,0.0002591151,0.001138828,0.001747987,0.004447978,0.00002863242,0.002166611,0.002569549,0.2648851,0.6405786],"study_design_scores_gemma":[0.006365179,0.002173668,0.415863,0.0005131927,0.0002091306,0.0000402446,0.0006767204,0.0003436094,0.004950343,0.001097645,0.5673324,0.0004348257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9253125,0.03566137,0.00001773748,0.02445045,0.002823726,0.001246431,0.0001768957,0.0005654215,0.009745494],"genre_scores_gemma":[0.9105592,0.06328987,0.00007497727,0.003623731,0.001356719,0.00005308029,0.0001941078,0.0000960433,0.02075228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6401438,"threshold_uncertainty_score":0.9999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03224339841122283,"score_gpt":0.3199833245628505,"score_spread":0.2877399261516277,"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."}}