{"id":"W4245445047","doi":"10.1383/surg.23.3.89.63115","title":"Pathology of tumours of the urinary tract","year":2005,"lang":"en","type":"article","venue":"Surgery (Oxford)","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Fleming College","funders":"","keywords":"Medicine; Pathology; Grading (engineering); Pathological; Urinary system; Histopathology; Urinary bladder; Renal cell carcinoma; Kidney; Carcinoma; Dysplasia; Carcinoma in situ; Urology; Internal medicine; Biology","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":[0.0001478095,0.00009471105,0.0003266653,0.00006312125,0.00002427364,0.000001147991,0.00006300442,0.00005775362,0.0002889822],"category_scores_gemma":[0.00004583014,0.00006035834,0.0002315552,0.0001342252,0.0001006078,0.00003857227,0.00002298225,0.0000905024,0.000005001096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002580932,"about_ca_system_score_gemma":0.0001655894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002298621,"about_ca_topic_score_gemma":0.00000384278,"domain_scores_codex":[0.9992394,0.00004423238,0.000269984,0.0001205189,0.0001615605,0.0001643172],"domain_scores_gemma":[0.9993812,0.0001120775,0.0001193487,0.000293755,0.00004571687,0.00004790619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002315634,0.0009890363,0.9739195,0.00007767017,0.00004564145,0.0000675793,0.0002218464,0.000003597803,0.001626321,0.0000750776,0.002611516,0.02013071],"study_design_scores_gemma":[0.0005716096,0.000225462,0.943862,0.00008808921,0.0001161976,0.0003682374,0.00005989051,0.000003518567,0.02701938,0.0001074816,0.02751197,0.00006621553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851718,0.0009740072,0.000004261694,0.001268235,0.0002456177,0.000160361,0.00002643153,0.00001473761,0.01213453],"genre_scores_gemma":[0.9979755,0.0002004364,0.00006280662,0.0003497357,0.0001254348,0.00001037056,0.000004763405,0.00001471912,0.001256294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0300575,"threshold_uncertainty_score":0.3164153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02251780639429541,"score_gpt":0.2727248946953766,"score_spread":0.2502070883010812,"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."}}