{"id":"W4386569865","doi":"10.1016/j.vgie.2023.09.002","title":"Cholangioscopy-guided tunneling and coaxial stenting of a large choledocholithiasis: a novel approach to mechanical lithotripsy","year":2023,"lang":"en","type":"article","venue":"VideoGIE","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital; McGill University Health Centre","funders":"","keywords":"Medicine; Bile duct; Lithotripsy; Common bile duct; Laser lithotripsy; Common bile duct stone; Radiology; General surgery; Surgery","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":[],"consensus_categories":[],"category_scores_codex":[0.0002542667,0.0006864814,0.0005460937,0.0009773364,0.0007523438,0.0007165427,0.0006878498,0.001157267,0.001375567],"category_scores_gemma":[0.000424765,0.0003564519,0.001127559,0.0003758714,0.0009583411,0.0008326969,0.001159226,0.001516974,0.0005268885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004375698,"about_ca_system_score_gemma":0.0006527596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004881544,"about_ca_topic_score_gemma":0.001630976,"domain_scores_codex":[0.9997045,0.0000407835,0.00003358043,0.00007864839,0.00006653119,0.00007594195],"domain_scores_gemma":[0.999831,0.00003260029,0.00002619434,0.00004022808,0.00000926838,0.00006063563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.001985054,0.0008703889,0.009272208,0.0007812849,0.0003843213,0.1177324,0.0003716568,0.00105756,0.5860736,0.00352635,0.005886036,0.2720591],"study_design_scores_gemma":[0.0005899519,0.003729196,0.03460701,0.0001551093,0.0002824615,0.8240982,0.0001300245,0.009601612,0.09354192,0.001789527,0.03121555,0.000259345],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6706025,0.02490684,0.2689184,0.007881849,0.00236384,0.0005485522,0.0002531162,0.001962685,0.02256218],"genre_scores_gemma":[0.845486,0.005647032,0.1386771,0.002969094,0.002774179,0.0001532128,0.0001555261,0.0001292251,0.004008644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001375567,"threshold_uncertainty_score":0.004601717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06535883583188129,"score_gpt":0.3352639165954321,"score_spread":0.2699050807635509,"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."}}