{"id":"W3035715880","doi":"10.1111/his.14179","title":"Intraductal carcinoma has a minimal impact on Grade Group assignment in prostate cancer biopsy and radical prostatectomy specimens","year":2020,"lang":"en","type":"article","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Prostatectomy; Medicine; Grading (engineering); Prostate cancer; Prostate; Biopsy; Carcinoma; Urology; Cohort; Cancer; Pathology; Internal medicine; Oncology","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":[0.0001028213,0.0003110963,0.0005703072,0.0001316572,0.0000679997,0.00001984376,0.00005990503,0.00009165662,0.0001219764],"category_scores_gemma":[0.00002803459,0.0002369025,0.00009211244,0.0001914824,0.0003769086,0.00005236908,0.00005185603,0.0003241238,0.00001934507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008080071,"about_ca_system_score_gemma":0.0002089288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002093139,"about_ca_topic_score_gemma":0.00002076961,"domain_scores_codex":[0.9982136,0.00009142495,0.0003429733,0.0006637644,0.0001991226,0.0004891544],"domain_scores_gemma":[0.9992667,0.00004335173,0.00009815396,0.0001879762,0.00002197019,0.0003818556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00371513,0.001110099,0.9199769,0.0001900097,0.00003716387,0.01395024,0.005534334,0.00001336253,0.04727147,0.0003236575,0.001999716,0.005877927],"study_design_scores_gemma":[0.006500791,0.005420257,0.9787501,0.00009467979,0.00009192174,0.0005706009,0.0001073095,0.0001115008,0.00293426,0.00006973158,0.005106104,0.0002427212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798846,0.004496344,0.000008114627,0.01399981,0.000163182,0.001101515,0.0001280004,0.00004903712,0.0001693732],"genre_scores_gemma":[0.9970553,0.0006192793,0.0003080049,0.001267631,0.0001775331,0.0004369084,0.00006093144,0.00003866202,0.00003578121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05877323,"threshold_uncertainty_score":0.9660605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03171855661767643,"score_gpt":0.2839385121743678,"score_spread":0.2522199555566914,"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."}}