{"id":"W4415396599","doi":"10.1002/ueg2.70123","title":"European Consensus Recommendations for Direct Cholangioscopy and Pancreatoscopy Using a Modified Delphi Process","year":2025,"lang":"en","type":"article","venue":"United European Gastroenterology Journal","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Delphi method; Delphi; Process (computing); Clinical Practice; MEDLINE","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":[0.2900408,0.001758324,0.001322939,0.008164894,0.002745138,0.003957508,0.003400841,0.003610446,0.005331176],"category_scores_gemma":[0.3012734,0.001313967,0.00369243,0.004801839,0.004210663,0.004579914,0.01003707,0.003557238,0.001429288],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006734979,"about_ca_system_score_gemma":0.02843512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002566311,"about_ca_topic_score_gemma":0.002440781,"domain_scores_codex":[0.5536628,0.376613,0.04039265,0.006540882,0.01870873,0.004081904],"domain_scores_gemma":[0.7307761,0.1601247,0.01733877,0.01229115,0.07546679,0.00400244],"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":[0.001663131,0.0009704461,0.01364159,0.02800733,0.001117258,0.001350787,0.1561886,0.009686426,0.009930187,0.08616089,0.06389679,0.6273867],"study_design_scores_gemma":[0.002753569,0.003209172,0.03978707,0.06700305,0.001493489,0.00402952,0.1115561,0.03843847,0.01360976,0.1727393,0.5439215,0.001459159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.131792,0.009535424,0.5813617,0.03086761,0.003377551,0.1791388,0.001705836,0.0007169918,0.0615042],"genre_scores_gemma":[0.2229835,0.002592353,0.6787954,0.004624492,0.000236884,0.08655304,0.0008911676,0.0001134678,0.003209706],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2900408,"threshold_uncertainty_score":0.875506,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03373700490938002,"score_gpt":0.3227884139716367,"score_spread":0.2890514090622566,"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."}}