{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004454548,0.0003046348,0.0005526512,0.002827779,0.002078359,0.003868463,0.001232683,0.004701259,0.008698362],"category_scores_gemma":[0.03013144,0.0004737231,0.000709452,0.001733426,0.008981629,0.006948301,0.002711365,0.008547155,0.001373133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002605064,"about_ca_system_score_gemma":0.00445439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007700011,"about_ca_topic_score_gemma":0.01129422,"domain_scores_codex":[0.9950245,0.001778466,0.0005383002,0.0004391608,0.001661054,0.000558416],"domain_scores_gemma":[0.9818241,0.01041033,0.002532233,0.001539297,0.001708162,0.00198598],"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":[0.0004926365,0.0002568333,0.1056036,0.001016235,0.0001552264,0.008452198,0.00815668,0.0009512868,0.002020008,0.2374524,0.06255388,0.5728891],"study_design_scores_gemma":[0.00006328853,0.0004625047,0.09322254,0.01323646,0.00015407,0.05060256,0.02027316,0.002352925,0.002429045,0.2359486,0.5808974,0.0003573864],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1111452,0.2237303,0.009425085,0.5310897,0.007028076,0.00003709916,0.0006311259,0.0002198966,0.1166935],"genre_scores_gemma":[0.7448419,0.185652,0.006245482,0.03476483,0.0171095,0.00005602823,0.0003026574,0.0002336889,0.01079395],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008698362,"threshold_uncertainty_score":0.02909899,"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."}}