{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001169593,0.0001727281,0.0002975071,0.0008193202,0.0002972004,0.0008967826,0.0002328755,0.00041924,0.001930366],"category_scores_gemma":[0.009713869,0.0002361676,0.0005413897,0.001098584,0.0003846852,0.0007964802,0.0006978971,0.0003802911,0.0002829417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001603092,"about_ca_system_score_gemma":0.0004545431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007797805,"about_ca_topic_score_gemma":0.006319597,"domain_scores_codex":[0.9980857,0.0008154504,0.000250314,0.0001059912,0.0005201363,0.0002222891],"domain_scores_gemma":[0.9909458,0.003273514,0.003667812,0.0001656998,0.001236551,0.0007105454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006516875,0.00009574719,0.9766732,0.0001215677,0.00005522525,0.0007055473,0.001515731,0.0001679102,0.000562938,0.00004787667,0.0004817824,0.01892074],"study_design_scores_gemma":[0.00001963032,0.001454749,0.99199,0.00005173499,0.00003494794,0.002275398,0.00226165,0.0004347598,0.0003494139,0.00001481943,0.001091273,0.00002169417],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985586,0.0006217536,0.00007635722,0.00008558898,0.000004801937,0.00001352006,0.0001027376,0.000002597759,0.000533993],"genre_scores_gemma":[0.9991278,0.0003641964,0.0001236745,0.00005632402,0.00000626392,0.000009233613,0.00009674036,0.000003311916,0.0002123217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007797805,"threshold_uncertainty_score":0.01550484,"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."}}