{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004496151,0.0003666955,0.000555001,0.001253306,0.0006113379,0.001230989,0.0004283932,0.000445214,0.001415286],"category_scores_gemma":[0.01042048,0.000267111,0.0005309023,0.0008829823,0.0006932978,0.0004975307,0.0009979688,0.000437941,0.0005820098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006223165,"about_ca_system_score_gemma":0.0003562688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002082948,"about_ca_topic_score_gemma":0.005305907,"domain_scores_codex":[0.9937071,0.002021218,0.0007443327,0.001334128,0.001723082,0.0004701226],"domain_scores_gemma":[0.989874,0.003559704,0.002829913,0.001588952,0.001496922,0.0006504662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000958689,0.0000387192,0.9782681,0.0000770611,0.0001602154,0.0001523951,0.0001481963,0.0001066361,0.009603315,0.00004146326,0.00009801001,0.01034713],"study_design_scores_gemma":[0.000009421369,0.0003691071,0.9936541,0.00002342818,0.0001018315,0.0007522489,0.0001779173,0.0003722096,0.003901321,0.00006103967,0.0005691273,0.000008185481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959713,0.001284375,0.001350583,0.00003963468,0.0000294056,0.00003807764,0.0001830851,0.00002036504,0.001083143],"genre_scores_gemma":[0.9985536,0.00009575833,0.0007395034,0.00002555389,0.00001221163,0.00001221895,0.0003748513,0.00001031631,0.0001761047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004496151,"threshold_uncertainty_score":0.02377826,"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."}}