{"id":"W2334824567","doi":"10.1097/01.pat.0000454566.75199.43","title":"Mapping of urothelial carcinoma in radical cystectomy specimens","year":2014,"lang":"en","type":"article","venue":"Pathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Cystectomy; Ureter; Medicine; Lesion; Prostatic urethra; Pathology; Prostate; Urology; Urinary bladder; Carcinoma; Carcinoma in situ; Urethra; Cancer; Bladder 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":[0.0001496049,0.00009350907,0.0003280469,0.0001403691,0.00001356471,0.00000138555,0.00005381479,0.00009003493,0.000201004],"category_scores_gemma":[0.00005643149,0.00007926405,0.00005854005,0.0001167914,0.0001050749,0.00001373328,0.00002447238,0.0001201733,0.00005126886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004066189,"about_ca_system_score_gemma":0.00005543728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009425737,"about_ca_topic_score_gemma":0.00001959294,"domain_scores_codex":[0.9991958,0.0000887644,0.0002211033,0.0001936035,0.00009967684,0.0002011015],"domain_scores_gemma":[0.9996225,0.00004465769,0.00004353085,0.0002054838,0.00002180247,0.00006198349],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004408956,0.000381077,0.8914933,0.0001327548,0.00003675836,0.0007223175,0.001865631,0.000003377124,0.09225489,0.001234597,0.0002148342,0.01121953],"study_design_scores_gemma":[0.00717415,0.0008146408,0.9680062,0.0000545893,0.00003625624,0.0005219126,0.00008905101,0.0001152179,0.01515094,0.0005633362,0.00736432,0.000109368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789447,0.0001613689,0.0004147436,0.0004093611,0.0001694298,0.0002138847,0.000007173062,0.00001905034,0.0196603],"genre_scores_gemma":[0.9984615,0.000009030114,0.000752293,0.0003591355,0.0001920152,0.00001981484,0.000005753717,0.00001381417,0.0001865927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07710396,"threshold_uncertainty_score":0.3232294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01827084800766902,"score_gpt":0.2658375556738612,"score_spread":0.2475667076661922,"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."}}