{"id":"W2737346747","doi":"10.1016/j.eururo.2017.07.011","title":"Optimal Radiotherapy for Unfavorable-risk Prostate Cancer","year":2017,"lang":"en","type":"letter","venue":"European Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia; Interior Health","funders":"","keywords":"Medicine; Prostate cancer; Radiation therapy; Prostate; Oncology; Gynecology; Internal medicine; Urology; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003434631,0.0005048172,0.0008366778,0.0001322242,0.0002559331,0.00006906955,0.0003243761,0.0003180424,0.0002895233],"category_scores_gemma":[0.0001152636,0.0004057446,0.0003213516,0.00003732424,0.0002368373,0.0000478991,0.00006656542,0.001198796,0.0001211199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002141111,"about_ca_system_score_gemma":0.000264464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001026023,"about_ca_topic_score_gemma":0.000006160715,"domain_scores_codex":[0.9975056,0.0002712353,0.0004137457,0.0008796986,0.0001816235,0.0007480789],"domain_scores_gemma":[0.9978751,0.0002210169,0.0006069505,0.001022745,0.0001472712,0.0001269465],"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":[0.0005485098,0.00007377674,0.003496146,0.0001807208,0.0009828084,0.003000019,0.0001850018,0.00006932556,0.00002196178,0.000004225564,0.9683142,0.02312333],"study_design_scores_gemma":[0.004429273,0.002546724,0.002616951,0.00008782573,0.0008688886,0.0001245176,0.000001946228,0.00006639278,0.00006207245,0.00001992493,0.9888345,0.0003409721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005590655,0.02501047,0.0002546515,0.9546998,0.00227064,0.003088917,0.001799751,0.000190719,0.007094415],"genre_scores_gemma":[0.002315062,0.02895601,0.002421584,0.9115481,0.01582522,0.001089518,0.001695125,0.0005600078,0.03558933],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04315164,"threshold_uncertainty_score":0.9998394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02224544540747555,"score_gpt":0.2948369476120114,"score_spread":0.2725915022045359,"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."}}