{"id":"W4403144579","doi":"10.1016/j.gie.2024.09.043","title":"Use patterns, technical challenges, and patient selection associated with single-use duodenoscopes and duodenoscopes with single-use endcaps in the United States and Canada","year":2024,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Single use; Selection (genetic algorithm); Process engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000970804,0.0002460723,0.0003443583,0.002202452,0.001918382,0.002215048,0.00119155,0.0006333801,0.002517879],"category_scores_gemma":[0.007742496,0.0003929625,0.0006109422,0.004284913,0.001120654,0.0005670114,0.001153444,0.001084072,0.0002370184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.018578,"about_ca_system_score_gemma":0.02858134,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9361147,"about_ca_topic_score_gemma":0.9693422,"domain_scores_codex":[0.9970457,0.0001891903,0.0002992656,0.0003392949,0.001271355,0.0008551483],"domain_scores_gemma":[0.9890342,0.001017449,0.00252416,0.0002040439,0.004338397,0.002881749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009630818,0.00003581149,0.9879049,0.00003397222,0.00004225697,0.0004189252,0.0007554934,0.0001320806,0.0002913146,0.00019223,0.001676936,0.008419807],"study_design_scores_gemma":[0.000004983548,0.0000427748,0.9896035,0.00008896976,0.00002717605,0.000914487,0.005910725,0.0004861551,0.0002144614,0.00005864167,0.002619382,0.0000285819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880541,0.001396614,0.0003273766,0.001890589,0.00004138311,0.00005193937,0.001519983,0.00002801633,0.00669007],"genre_scores_gemma":[0.9959702,0.001373715,0.0004582019,0.0005588625,0.00001803315,0.00001156397,0.0005031805,0.0000289835,0.001077263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06388533,"threshold_uncertainty_score":0.1347935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201485432626396,"score_gpt":0.2157259469325327,"score_spread":0.1937110926062688,"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."}}