{"id":"W3141971679","doi":"10.22374/jeleu.v4i1.120","title":"The First UK Experience with Single-use Disposable Flexible Cystoscopes: An In-depth Cost Analysis, Service Delivery and Patient Satisfaction Rate with Ambu® aScope™ 4 Cysto","year":2021,"lang":"en","type":"article","venue":"Journal of Endoluminal Endourology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workflow; Single use; Cystoscope; Medicine; Cystoscopy; Operations management; Patient satisfaction; Test (biology); Medical physics; Medical emergency; Surgery; Computer science; Engineering; Process engineering","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":[0.0002712867,0.000184328,0.0004092231,0.0001972878,0.0002944381,0.00008913673,0.0001052927,0.0001340989,0.0001984845],"category_scores_gemma":[0.0001563311,0.0001174341,0.00005474967,0.0006576663,0.0002592034,0.0004093219,0.00005017182,0.0003780512,0.000007998147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006224983,"about_ca_system_score_gemma":0.0001598243,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005360463,"about_ca_topic_score_gemma":0.03437518,"domain_scores_codex":[0.9982926,0.0004910992,0.0005088376,0.0002775847,0.0001034578,0.000326452],"domain_scores_gemma":[0.9984241,0.0003768131,0.0004524942,0.0002282063,0.0004302471,0.00008821296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01917388,0.0009882859,0.823003,0.00008771456,0.001744,0.001192376,0.006092713,0.007364987,0.1226131,0.000888415,0.0004203926,0.01643112],"study_design_scores_gemma":[0.008011984,0.006832575,0.9033008,0.0002025732,0.0009750617,0.008518199,0.009763488,0.0003591689,0.01765518,0.00005551253,0.04383197,0.0004935499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958476,0.001080357,0.00165545,0.0007064622,0.0003384879,0.000155166,0.000005919914,0.00001307997,0.0001975164],"genre_scores_gemma":[0.9980652,0.0002805894,0.0001756539,0.001337355,0.00002663816,0.00001495604,0.00001950545,0.0000123985,0.00006769418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.104958,"threshold_uncertainty_score":0.983245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01609762217193039,"score_gpt":0.2421988724188781,"score_spread":0.2261012502469477,"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."}}