{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009388005,0.0001015453,0.000168351,0.0006364062,0.0004425143,0.0006726079,0.0001714854,0.0004501012,0.01038176],"category_scores_gemma":[0.009025131,0.00008205145,0.000333025,0.0004438279,0.0002389127,0.0003917319,0.0005383788,0.0004922633,0.0005070079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005152689,"about_ca_system_score_gemma":0.0007904084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01049898,"about_ca_topic_score_gemma":0.01768013,"domain_scores_codex":[0.9986082,0.000632575,0.00008327704,0.00009194502,0.0003393656,0.0002445833],"domain_scores_gemma":[0.9932243,0.001974782,0.001987716,0.00009414622,0.001029868,0.001689153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002082236,0.0001607751,0.9764704,0.0001022415,0.00007477402,0.0001901482,0.002424611,0.0001760886,0.0004510571,0.000198488,0.002910278,0.01663299],"study_design_scores_gemma":[0.000009431496,0.0001849331,0.9913877,0.00006855532,0.00002159748,0.0004733034,0.004334857,0.0001797458,0.00008235854,0.0001106893,0.003138013,0.000008961681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976136,0.001222424,0.0002375309,0.003348091,0.0001114251,0.00002021246,0.0005064927,0.00001097028,0.01840678],"genre_scores_gemma":[0.9978388,0.0003136099,0.0001212387,0.0004302951,0.00004228428,0.000003766543,0.0001678739,0.000002577857,0.001079625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01049898,"threshold_uncertainty_score":0.03473043,"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."}}