{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003814433,0.0001299046,0.0006537478,0.0001712021,0.00001401025,0.000003691876,0.0001650107,0.00006824545,0.0004355681],"category_scores_gemma":[0.0001329261,0.00008453456,0.0001855379,0.0002462848,0.00009341586,0.00006850834,0.00004251778,0.0005534208,0.000006007738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003691694,"about_ca_system_score_gemma":0.0003622257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003279181,"about_ca_topic_score_gemma":0.004407479,"domain_scores_codex":[0.99844,0.0002272881,0.0005987521,0.0001583947,0.000308371,0.0002672225],"domain_scores_gemma":[0.9990043,0.0001051986,0.0004867167,0.000204213,0.0001343926,0.00006515806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002414063,0.0002732739,0.9896071,0.00004856638,0.0001057112,0.0001725692,0.000466969,0.00003868938,0.005812994,0.0003483994,0.0001375415,0.0005741527],"study_design_scores_gemma":[0.01001028,0.0007050126,0.9843427,0.0001598504,0.00008991755,0.000369386,0.0002321281,0.0000122261,0.002787033,0.0003935748,0.0008336406,0.00006428575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935603,0.001064182,0.000001847207,0.002363502,0.0006123924,0.0002695827,0.00002128605,0.00000277944,0.002104158],"genre_scores_gemma":[0.9987475,0.0001269335,0.00006263478,0.0004601615,0.0002293804,0.00000713394,6.825455e-7,0.00001259962,0.0003529259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007596217,"threshold_uncertainty_score":0.4957162,"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."}}