{"id":"W2022440269","doi":"10.12968/hmed.2009.70.10.44626","title":"Flexible cystoscopy: a revolution in urological practice","year":2009,"lang":"en","type":"review","venue":"British Journal of Hospital Medicine","topic":"Pediatric Urology and Nephrology Studies","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Cystoscopy; Urology; General surgery; Urinary system; 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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001955482,0.0004008213,0.003727773,0.0005905853,0.00008456356,0.000008252367,0.0002694639,0.0008079614,0.0001184677],"category_scores_gemma":[0.007644574,0.0003173246,0.000455053,0.000684029,0.0004950364,0.0001972536,0.0000646761,0.002871823,0.00003321466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002041281,"about_ca_system_score_gemma":0.0005182043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003248818,"about_ca_topic_score_gemma":0.000003783812,"domain_scores_codex":[0.9962932,0.0004836018,0.00182425,0.0003789258,0.0005371143,0.0004828806],"domain_scores_gemma":[0.9967276,0.0008364502,0.001565645,0.0002069873,0.00041503,0.0002482317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003467993,0.0008603726,0.0001014707,0.001106907,0.0006987631,0.02881816,0.00007498828,1.666689e-7,1.751965e-7,0.00002611359,0.06822952,0.8997366],"study_design_scores_gemma":[0.002400941,0.01282558,0.001809215,0.01207136,0.005926333,0.07645649,0.00004627358,3.234672e-7,3.837163e-8,0.000137614,0.8881111,0.0002147428],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002401841,0.9892232,0.00002777979,0.006113749,0.001119109,0.0005836051,0.000005751734,0.00002934616,0.002657267],"genre_scores_gemma":[0.0001983625,0.9941201,0.0006403545,0.001787944,0.002922499,0.00001525391,0.00002180187,0.00003012919,0.0002635453],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8995218,"threshold_uncertainty_score":0.9999279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02817567576824107,"score_gpt":0.3534338968098847,"score_spread":0.3252582210416437,"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."}}