{"id":"W4367042744","doi":"10.1016/j.euf.2023.04.002","title":"Physician Perception of Grade Group 1 Prostate Cancer","year":2023,"lang":"en","type":"article","venue":"European Urology Focus","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Prostate cancer; Logistic regression; Family medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001445618,0.0001229242,0.0002181309,0.00009817204,0.00004439199,0.00000429919,0.0000601325,0.00002638397,0.00007828292],"category_scores_gemma":[0.00001138361,0.0001002206,0.00008682694,0.00024012,0.0001041255,0.00003568432,0.00004940331,0.0001099509,0.0004296787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004506032,"about_ca_system_score_gemma":0.00002284016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006180833,"about_ca_topic_score_gemma":0.00001105524,"domain_scores_codex":[0.9990785,0.0001074627,0.0001887955,0.0002603363,0.0001144409,0.0002504488],"domain_scores_gemma":[0.9995553,0.00002757169,0.00008325943,0.0002194768,0.00003943313,0.00007498773],"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":[0.0007796182,0.001025171,0.29844,0.0002111936,0.0005890354,0.001292634,0.004473098,0.0001358626,0.07205436,0.0008516145,0.03731494,0.5828325],"study_design_scores_gemma":[0.001996566,0.001372776,0.9590573,0.00004436023,0.0001852605,0.00001274002,0.0001202316,0.00006573737,0.00166211,0.0002174367,0.03514911,0.0001163518],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855062,0.0009390635,0.000008249996,0.004818561,0.0002331063,0.0003639178,0.00004844852,0.0001575454,0.007924872],"genre_scores_gemma":[0.9965003,0.001654892,0.00003834154,0.0009093486,0.000198791,0.00005510129,0.00006868433,0.00004152352,0.0005330351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6606174,"threshold_uncertainty_score":0.5522794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986087346993567,"score_gpt":0.2783484058070279,"score_spread":0.2584875323370923,"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."}}