{"id":"W3095519987","doi":"10.6004/jnccn.2020.7580","title":"Prostate Cancer Grade and Stage Misclassification in Active Surveillance Candidates: Black Versus White Patients","year":2020,"lang":"en","type":"article","venue":"Journal of the National Comprehensive Cancer Network","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Absolute risk reduction; Prostate cancer; Logistic regression; Stage (stratigraphy); Internal medicine; Urology; Cancer; Gynecology; Confidence interval","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":[0.00006897026,0.0001578929,0.0003312416,0.00004738629,0.00007297785,0.00002340669,0.0001020108,0.00004632912,0.00004187728],"category_scores_gemma":[0.00008651859,0.0001087208,0.00008792814,0.0003706495,0.00009645328,0.0001221765,0.00004755689,0.0002953322,0.000001296689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007356826,"about_ca_system_score_gemma":0.0003925269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004492823,"about_ca_topic_score_gemma":0.0001267228,"domain_scores_codex":[0.9986109,0.00009316572,0.0003808149,0.0001968446,0.0005240206,0.0001943233],"domain_scores_gemma":[0.9980379,0.0001724533,0.0005478222,0.00006700259,0.00103106,0.0001437932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004477376,0.0001365598,0.9326429,0.0001010608,0.0004132043,0.000008815081,0.001373288,0.03483282,0.0001643741,0.00004601465,0.02314177,0.002661766],"study_design_scores_gemma":[0.006815913,0.0003698409,0.9658771,0.0003571229,0.00007099148,0.000001931392,0.0001517885,0.001456552,0.0002551115,0.00007190109,0.02445437,0.0001174213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681699,0.005723573,0.000003663868,0.02437114,0.0007004979,0.0006184762,0.0002539136,0.000006460872,0.000152404],"genre_scores_gemma":[0.9907533,0.0056638,0.00006293036,0.002775674,0.0005950586,0.00004156046,0.00001746058,0.00001708614,0.00007316332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03337627,"threshold_uncertainty_score":0.4433506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05701178739892353,"score_gpt":0.3232841631297489,"score_spread":0.2662723757308254,"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."}}