{"id":"W4226280117","doi":"10.1002/pros.24349","title":"Grade and stage misclassification in intermediate unfavorable‐risk prostate cancer radiotherapy candidates","year":2022,"lang":"en","type":"article","venue":"The Prostate","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostate cancer; Prostatectomy; Stage (stratigraphy); Logistic regression; Androgen deprivation therapy; Radiation therapy; Prostate; Urology; T-stage; Prostate-specific antigen; Oncology; Biopsy; Cancer; Internal medicine","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":[0.002634629,0.0002765724,0.0002839291,0.00111195,0.0002496632,0.0006000612,0.000566442,0.0003382252,0.001802212],"category_scores_gemma":[0.009885921,0.0001701486,0.0007255835,0.001010714,0.0002598857,0.0003411347,0.0006124335,0.0003951105,0.0002783601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003135877,"about_ca_system_score_gemma":0.0002808904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004997393,"about_ca_topic_score_gemma":0.006787213,"domain_scores_codex":[0.9983038,0.000701869,0.0002204543,0.0002933512,0.0002802199,0.0002002909],"domain_scores_gemma":[0.993897,0.001661597,0.002948263,0.0006214089,0.0003670961,0.0005046336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006209306,0.000005627932,0.999003,0.000005273688,0.00002067239,0.00001001956,0.00001655508,0.00005482814,0.00002453245,0.00001273504,0.00004940185,0.0007352909],"study_design_scores_gemma":[0.000003300769,0.00006154602,0.9989601,0.000009013665,0.00003323412,0.000131946,0.00004961148,0.0004816916,0.00009114833,0.00003976841,0.0001353866,0.000003209076],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985204,0.0002401465,0.0002684378,0.00006693878,0.00001459485,0.00001459161,0.0004239716,0.000007613381,0.0004432758],"genre_scores_gemma":[0.9995517,0.00002910481,0.0000863323,0.00001953824,0.000006713286,0.000003685147,0.0002419557,0.000001949931,0.00005900746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004997393,"threshold_uncertainty_score":0.01393342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01528796372209784,"score_gpt":0.2844100819463434,"score_spread":0.2691221182242455,"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."}}