{"id":"W4402741854","doi":"10.1097/mcg.0000000000002075","title":"Comparative Effectiveness of ERCP and EUS-Guided Techniques for “Primary Biliary Drainage” in Malignant Distal Biliary Obstruction","year":2024,"lang":"en","type":"article","venue":"Journal of Clinical Gastroenterology","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Biliary drainage; Radiology; Biliary tract; Gastroenterology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002412937,0.0001545138,0.001175772,0.0002829937,0.00001600765,0.000009850225,0.00009029181,0.0001340498,0.000009553311],"category_scores_gemma":[0.0003633205,0.0001096523,0.0003565546,0.0001112544,0.0003851397,0.000123873,0.00005089394,0.0004910037,4.002354e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004566591,"about_ca_system_score_gemma":0.0001329144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000957493,"about_ca_topic_score_gemma":0.00001591086,"domain_scores_codex":[0.9974807,0.000499975,0.001383306,0.0002544268,0.0001629128,0.000218693],"domain_scores_gemma":[0.9981286,0.001124869,0.000311308,0.0001236763,0.0001957548,0.000115828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02275262,0.00135053,0.923657,0.002336961,0.0007147692,0.0003586334,0.0002945617,0.00001497803,0.02761907,0.0001921754,0.001272107,0.01943659],"study_design_scores_gemma":[0.004384652,0.009419907,0.9774926,0.001127669,0.0003112231,0.00105046,0.0002747494,0.0002110793,0.001675458,0.003492375,0.0004802332,0.00007961817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940959,0.000499369,0.003037054,0.0009233262,0.0007264786,0.0005290689,0.00001389698,0.00001617974,0.0001587072],"genre_scores_gemma":[0.9964703,0.000216083,0.002821141,0.0002418138,0.0001942554,0.00001538555,0.00001174823,0.00001471723,0.00001453833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05383557,"threshold_uncertainty_score":0.4471492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04173397905783659,"score_gpt":0.3873182973808542,"score_spread":0.3455843183230176,"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."}}