{"id":"W4388517559","doi":"10.1055/s-0043-1765171","title":"International Delphi Consensus Study on Disposable Single-Use Endoscopy: A Path to Clinical Adoption","year":2023,"lang":"en","type":"article","venue":"Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Delphi method; Endoscopy; Delphi; Single use; Sustainability; Medical emergency; Medical physics; Surgery; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.3209654,0.0008913373,0.001369845,0.003900495,0.003353182,0.004557829,0.002525183,0.002627074,0.004579339],"category_scores_gemma":[0.3113924,0.0007893701,0.001964466,0.003497969,0.005232042,0.006118474,0.01161651,0.004123499,0.0008041093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008303723,"about_ca_system_score_gemma":0.02950352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003074799,"about_ca_topic_score_gemma":0.002383322,"domain_scores_codex":[0.6535096,0.2693105,0.03612186,0.006535229,0.02556722,0.008955634],"domain_scores_gemma":[0.6648688,0.2016496,0.01760868,0.009408226,0.09841957,0.008045156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.002184208,0.000714921,0.07324886,0.02758409,0.0008430973,0.001101379,0.378446,0.002424632,0.004794713,0.05719365,0.04595485,0.4055096],"study_design_scores_gemma":[0.0009118862,0.002668048,0.08703285,0.04683589,0.0007447894,0.002126837,0.5883548,0.01256558,0.005208638,0.06401855,0.1886768,0.0008553329],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5986032,0.01666378,0.1358533,0.1040983,0.003724951,0.04417438,0.001643041,0.000400756,0.09483837],"genre_scores_gemma":[0.9054907,0.004192146,0.05710994,0.009233198,0.000242668,0.02159477,0.0005807595,0.0001045711,0.001451165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3209654,"threshold_uncertainty_score":0.8373705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08075939897481949,"score_gpt":0.3681883648117598,"score_spread":0.2874289658369403,"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."}}