{"id":"W2889292086","doi":"10.1111/his.13747","title":"Concordance of biopsy and prostatectomy diagnosis of intraductal and cribriform carcinoma in a prospectively collected data set","year":2018,"lang":"en","type":"article","venue":"Histopathology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; University Health Network","funders":"Prostate Cancer Canada","keywords":"Concordance; Prostatectomy; Medicine; Biopsy; Cribriform; Carcinoma; Pathology; Urology; Internal medicine; Prostate; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001290686,0.0001201224,0.0004453117,0.0001330869,0.00002813872,0.000002675704,0.00006513757,0.0000595642,0.00001800016],"category_scores_gemma":[0.0001243819,0.0001040292,0.00001419871,0.0002247814,0.0007645508,0.00006579419,0.0001166757,0.00007468345,6.648389e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009659335,"about_ca_system_score_gemma":0.0001366303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005709417,"about_ca_topic_score_gemma":0.000307475,"domain_scores_codex":[0.9990554,0.00003496954,0.0002917072,0.0003732486,0.00007616865,0.0001684912],"domain_scores_gemma":[0.9992905,0.00005952077,0.0001460618,0.0003192956,0.0001249043,0.00005975753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004636439,0.0001883651,0.9885339,0.0002048205,0.000009037722,0.0001856031,0.002029868,1.899668e-8,0.006450837,0.0001602875,0.00030778,0.00146591],"study_design_scores_gemma":[0.002890158,0.002129379,0.9764253,0.0001214917,0.00006451763,0.0004904701,0.0001118131,0.00004215556,0.01697006,0.0001510403,0.0005215876,0.00008196595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952093,0.003043357,0.000006404625,0.0003232682,0.00007124757,0.000671722,0.0003895125,0.0000108714,0.0002743195],"genre_scores_gemma":[0.9981875,0.0006281049,0.0009036679,0.00004693374,0.0000275836,0.0001209664,0.00004759306,0.00001211606,0.00002556603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01210847,"threshold_uncertainty_score":0.4242187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03320080939358211,"score_gpt":0.2954773143467505,"score_spread":0.2622765049531683,"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."}}