{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000524767,0.0002071087,0.0002897466,0.0001199913,0.0002935817,0.00004829908,0.0001128211,0.00002399475,0.000187555],"category_scores_gemma":[0.00002407853,0.0001404909,0.00004758157,0.000323119,0.0001512242,0.00008977489,0.00009110766,0.00037625,0.000003047234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005434631,"about_ca_system_score_gemma":0.0001995071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002378588,"about_ca_topic_score_gemma":0.0004476825,"domain_scores_codex":[0.99845,0.0001905672,0.0003334895,0.0003880211,0.0002601434,0.0003777758],"domain_scores_gemma":[0.999191,0.0001080659,0.0002238652,0.0003337222,0.00003324175,0.0001101415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001684496,0.0004927053,0.896125,0.0001624357,0.0002586095,0.0001141387,0.01938835,0.001036046,0.004318736,0.0001782835,0.0021328,0.07410843],"study_design_scores_gemma":[0.01714732,0.002584654,0.7475246,0.0003226707,0.0003662831,0.00007796659,0.005022436,0.01278134,0.0139938,0.001573505,0.1978334,0.0007720962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9744655,0.01246927,0.000007570056,0.01028017,0.0001789536,0.001822195,0.0006229325,0.00005426378,0.00009907764],"genre_scores_gemma":[0.9549534,0.0387959,0.00008286237,0.0007893881,0.0000445002,0.002265942,0.0001116248,0.00004364697,0.002912672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1957006,"threshold_uncertainty_score":0.5729054,"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."}}