{"id":"W2118560251","doi":"10.1503/cmaj.110896","title":"Management of suspected stones in the common bile duct","year":2012,"lang":"en","type":"review","venue":"Canadian Medical Association Journal","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; McGill University Health Centre; Montreal General Hospital","funders":"","keywords":"Cholecystectomy; Medicine; General surgery; Ambulatory; Population; Common bile duct; Bile duct; Surgery; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002396494,0.0002005542,0.0009537404,0.0003773175,0.00008523552,0.00002732778,0.0003478134,0.0004849754,0.002525696],"category_scores_gemma":[0.0002034518,0.0001239554,0.0003417181,0.0006146695,0.00004616265,0.00004367578,0.00001725316,0.001515793,0.00006913771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008609038,"about_ca_system_score_gemma":0.002017953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001537681,"about_ca_topic_score_gemma":0.01028454,"domain_scores_codex":[0.9967211,0.0004514336,0.0008033223,0.0001307449,0.00140575,0.0004876744],"domain_scores_gemma":[0.9983784,0.0001827696,0.000432297,0.0001936876,0.0001349406,0.0006779271],"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":[0.000002390434,0.0001068543,0.002654097,0.002149953,0.0004357357,0.0009255674,0.0002297645,3.897696e-8,9.065892e-9,0.0001625284,0.02055667,0.9727764],"study_design_scores_gemma":[0.0004407227,0.00003384536,0.006683545,0.003914155,0.0008162405,0.001033672,0.0007658369,7.404581e-7,1.969236e-8,0.00002797439,0.9861699,0.0001133596],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002531042,0.9868373,8.901682e-7,0.004565023,0.0005633359,0.0005515395,0.00002361054,0.00000636307,0.007198821],"genre_scores_gemma":[0.002541724,0.9954044,0.00001821743,0.0008509581,0.0007350422,0.00002315713,0.00007805017,0.00002248026,0.0003259997],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.972663,"threshold_uncertainty_score":0.9983861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02615719809208383,"score_gpt":0.3095409848215379,"score_spread":0.2833837867294541,"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."}}