{"id":"W4387849385","doi":"10.1016/j.jpedsurg.2023.10.046","title":"Transcystic Laparoscopic Common Bile Duct Exploration for Pediatric Patients with Choledocholithiasis: A Multi-Center Study","year":2023,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; General surgery; Center (category theory); Common bile duct; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004064615,0.0004862382,0.0007120371,0.0009919476,0.0007702102,0.0008924796,0.0004143602,0.0006229316,0.001430509],"category_scores_gemma":[0.00159514,0.0004785029,0.0007642672,0.001370189,0.000702566,0.001168242,0.00073815,0.0006399976,0.0001703855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004935704,"about_ca_system_score_gemma":0.001048889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002666082,"about_ca_topic_score_gemma":0.003708213,"domain_scores_codex":[0.999435,0.0001264443,0.0000749182,0.0001269065,0.00009251904,0.0001441516],"domain_scores_gemma":[0.9984479,0.0003686461,0.0006411225,0.00009071855,0.0001571561,0.0002944836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001069743,0.00008374928,0.9968188,0.00001583982,0.00005109789,0.001425215,0.0001533008,0.00002138848,0.0002613789,0.00002064807,0.00004332843,0.0009981856],"study_design_scores_gemma":[0.00003219062,0.0004283081,0.9883274,0.00002356495,0.0001041029,0.008666579,0.001875107,0.0001459501,0.0001282859,0.00002776418,0.0002272666,0.00001341992],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995475,0.000207832,0.00005685307,0.0000152012,0.000002304667,0.000006624873,0.00004493864,9.649006e-7,0.0001177887],"genre_scores_gemma":[0.9993482,0.0003227122,0.0001116657,0.00003223104,0.00001440269,0.000008883753,0.00012607,0.000001979266,0.0000337165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002666082,"threshold_uncertainty_score":0.005301058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04806142948993855,"score_gpt":0.3003007530336467,"score_spread":0.2522393235437081,"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."}}