{"id":"W4312718260","doi":"10.1016/j.hpb.2022.05.1141","title":"The ART and Craft of Biliary T-Tube Use","year":2022,"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":"Foothills Medical Centre; University of Calgary","funders":"","keywords":"Medicine; Tube (container); General surgery; 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":[0.0001073139,0.00003642297,0.00006976057,0.00001956588,0.00008850216,0.00000554286,0.00003525963,0.000009689672,0.0002687067],"category_scores_gemma":[0.00004790308,0.00002331646,0.00002744883,0.00006846026,0.0000599427,0.00001943797,0.0000536521,0.00008144068,0.00000585407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005787752,"about_ca_system_score_gemma":0.00002760252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002915958,"about_ca_topic_score_gemma":0.0000140924,"domain_scores_codex":[0.9996221,0.00002286351,0.00007617807,0.00007361147,0.0001262698,0.00007899899],"domain_scores_gemma":[0.9997247,0.00006558734,0.00001650169,0.0001489837,0.00001657862,0.00002760676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004062046,0.0004255561,0.3449033,0.0001069469,0.0001548407,0.0000519235,0.001721645,0.00001444294,0.01572331,0.0004617402,0.5724813,0.06354876],"study_design_scores_gemma":[0.0008521285,0.0003277237,0.2049059,0.000008036743,0.00005737944,0.00007082633,0.001972756,0.000449176,0.0003214635,0.0001394559,0.7908257,0.00006938684],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936818,0.0006908174,0.00001397761,0.002878339,0.0001117313,0.0001725896,0.000007862119,0.00001718689,0.002425654],"genre_scores_gemma":[0.9889321,0.0001693207,0.0001430439,0.0008399044,0.00002518192,0.00001862182,0.00001052893,0.000008308513,0.009853003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2183444,"threshold_uncertainty_score":0.294215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01681173873494463,"score_gpt":0.2488756384809869,"score_spread":0.2320638997460423,"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."}}