{"id":"W4360596216","doi":"10.2196/42254","title":"Audit, Feedback, and Education to Improve Quality and Outcomes in Transurethral Resection and Single-Instillation Intravesical Chemotherapy for Nonmuscle Invasive Bladder Cancer Treatment: Protocol for a Multicenter International Observational Study With an Embedded Cluster Randomized Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medac; Urology Foundation; Rosetrees Trust; National Institute for Health and Care Research","keywords":"Medicine; Bladder cancer; Observational study; Perioperative; Audit; Randomized controlled trial; Randomization; Cancer; Surgery; Internal medicine","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":[0.02998075,0.005202021,0.009092587,0.001763152,0.002664328,0.003913394,0.002904667,0.004844531,0.02854506],"category_scores_gemma":[0.03463955,0.001906119,0.008149069,0.002640796,0.003415609,0.002597669,0.002170745,0.004563828,0.004428332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005252295,"about_ca_system_score_gemma":0.01526524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002743384,"about_ca_topic_score_gemma":0.003753683,"domain_scores_codex":[0.9765528,0.01530948,0.00258062,0.001942169,0.001769411,0.001845467],"domain_scores_gemma":[0.9820911,0.004263351,0.005027164,0.002290949,0.003959846,0.002367554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9507459,0.01381102,0.001059197,0.008278731,0.003486151,0.00009044383,0.0002708381,0.00196357,0.0008732003,0.001401851,0.005609469,0.01240958],"study_design_scores_gemma":[0.9619846,0.02469347,0.001803727,0.001172512,0.00123784,0.00002710251,0.00008076692,0.001501786,0.0004188544,0.001091734,0.005928288,0.00005933129],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006434212,0.0002570019,0.001248283,0.0002330504,0.0002947696,0.9896249,0.00114163,0.00007162472,0.00069455],"genre_scores_gemma":[0.004292719,0.0000984658,0.002069898,0.00011114,0.00003420979,0.993003,0.0001803492,0.000003879281,0.0002062931],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.02998075,"threshold_uncertainty_score":0.1585553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.307164644251158,"score_gpt":0.5764017589264874,"score_spread":0.2692371146753293,"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."}}