{"id":"W2949028331","doi":"10.22374/jeleu.v2i2.41","title":"A Retrospective Audit of the TURBT Quality in Two Major Cancer Centres in Lancashire","year":2019,"lang":"en","type":"article","venue":"Journal of Endoluminal Endourology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Bladder cancer; Medicine; Retrospective cohort study; Work (physics); Resection; Cancer; General surgery; Quality (philosophy); Surgery; Internal medicine; Engineering; Business; Accounting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004906535,0.0003940561,0.0006224868,0.003867976,0.001790485,0.001848488,0.00125887,0.0006942195,0.001457566],"category_scores_gemma":[0.02161539,0.001088772,0.0006594895,0.007508473,0.001750064,0.0007796959,0.002487249,0.0007663592,0.000283849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007874318,"about_ca_system_score_gemma":0.008646696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2149712,"about_ca_topic_score_gemma":0.3468848,"domain_scores_codex":[0.985274,0.003521528,0.003827529,0.001844303,0.003811968,0.001720582],"domain_scores_gemma":[0.9240973,0.01153453,0.03916098,0.005137473,0.01467043,0.005399204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002362108,0.00003337254,0.9892533,0.0004682865,0.0001161623,0.0008185636,0.0028784,0.00007727269,0.000773528,0.00004440805,0.0005312721,0.004769305],"study_design_scores_gemma":[0.00001606969,0.0002618331,0.9942738,0.0001688224,0.00005892146,0.0008548257,0.002907455,0.00008981417,0.000259031,0.000006256525,0.001073732,0.00002941058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949356,0.001374425,0.0003544875,0.0002188896,0.00001564652,0.0003193963,0.001653741,0.00002961683,0.001098146],"genre_scores_gemma":[0.9964982,0.0005978629,0.0008954937,0.0002987355,0.00001816101,0.0001708322,0.001137595,0.00001538116,0.0003676841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2149712,"threshold_uncertainty_score":0.4274399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639163725424156,"score_gpt":0.3383666921030976,"score_spread":0.321975054848856,"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."}}