{"id":"W2770116004","doi":"10.1016/j.gie.2017.07.034","title":"Choledocholithiasis: Should EUS replace MRCP in patients at intermediate risk?","year":2017,"lang":"en","type":"letter","venue":"Gastrointestinal Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal General Hospital","funders":"","keywords":"Medicine; Radiology; General 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005005143,0.0009824379,0.001330101,0.000556295,0.000226949,0.0001233521,0.0008053804,0.0005512612,0.0009115929],"category_scores_gemma":[0.003415565,0.0008838033,0.0004751913,0.0001687192,0.0004377506,0.0001844091,0.0004435819,0.005095994,0.0006999405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004899258,"about_ca_system_score_gemma":0.0003129317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005179338,"about_ca_topic_score_gemma":0.0001001073,"domain_scores_codex":[0.9947819,0.0002881927,0.0009792789,0.001416962,0.001087219,0.001446431],"domain_scores_gemma":[0.9962535,0.0002861488,0.0009469176,0.001897506,0.0003011665,0.0003147697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001054523,0.0001906675,0.4153309,0.0002905506,0.00005658194,0.001581395,0.00008422438,0.000001338103,0.00008676272,2.644356e-7,0.580743,0.0005797665],"study_design_scores_gemma":[0.01722027,0.004197941,0.761007,0.007238484,0.0008202551,0.004644646,0.0001066815,0.00007611622,0.0001424909,0.0001174427,0.2029857,0.001442896],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.6832472,0.0005449237,0.0001197296,0.2725362,0.003209022,0.004635691,0.0009975821,0.00069601,0.0340136],"genre_scores_gemma":[0.2418703,0.0004712834,0.02487994,0.6588953,0.01354565,0.0009593494,0.01075536,0.001422506,0.04720037],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4413769,"threshold_uncertainty_score":0.9993613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254721656986987,"score_gpt":0.2821452314963394,"score_spread":0.2595980149264696,"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."}}