{"id":"W3201156967","doi":"10.1016/j.hpb.2021.06.389","title":"The art and craft of biliary t-tube use","year":2021,"lang":"en","type":"article","venue":"HPB","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Tube (container); General surgery; Bile duct; 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":[],"consensus_categories":[],"category_scores_codex":[0.00005693203,0.0000385941,0.00008021495,0.00001067985,0.00002972949,0.000009985703,0.0000193691,0.00002264983,0.0001126833],"category_scores_gemma":[0.0001347482,0.00002352763,0.00003013413,0.00006384039,0.00006602264,0.00002489665,0.00002284056,0.0000522003,0.00001390252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002596793,"about_ca_system_score_gemma":0.00004516975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001252867,"about_ca_topic_score_gemma":0.0000446183,"domain_scores_codex":[0.9996631,0.00001536622,0.00007845234,0.00008054472,0.00008476159,0.00007782221],"domain_scores_gemma":[0.999654,0.00007539743,0.00001242217,0.0001702156,0.00005345146,0.00003449635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001872486,0.0004416572,0.4712746,0.0002607813,0.0002487958,0.0001880842,0.001142497,0.000001812403,0.07293338,0.0006057902,0.3441528,0.1085625],"study_design_scores_gemma":[0.001094242,0.0001302815,0.489425,0.00006060452,0.0001029708,0.0001285375,0.001344301,0.0002484017,0.007639112,0.0002015461,0.4995308,0.00009416644],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900772,0.00158157,0.00004396907,0.003875653,0.0001003839,0.00009730147,0.000003432253,0.00001488136,0.004205592],"genre_scores_gemma":[0.9734158,0.001342034,0.0008479028,0.00133778,0.00006587846,0.000006039847,0.00001758891,0.00001274001,0.02295426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.155378,"threshold_uncertainty_score":0.1233803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01779853114828903,"score_gpt":0.2563895358898139,"score_spread":0.2385910047415249,"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."}}