{"id":"W2990366913","doi":"10.1177/1553350619885792","title":"Fluorescent Cholangiography in Laparoscopic Cholecystectomy: An Updated Canadian Experience","year":2019,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cholangiography; Indocyanine green; Cholecystectomy; Cystic duct; Bile duct; Common bile duct; Laparoscopic cholecystectomy; Surgery; Gallbladder; General surgery; Endoscopic retrograde cholangiopancreatography; Radiology; Pancreatitis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0001405676,0.0001063351,0.0001796612,0.0006975876,0.00002791223,0.0000249604,0.00007391122,0.000105769,0.0009191003],"category_scores_gemma":[0.00001274487,0.0000935931,0.00003270423,0.002386776,0.0000376167,0.0001623237,0.000009563393,0.0001833043,0.00007478578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007901093,"about_ca_system_score_gemma":0.0001238935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01251689,"about_ca_topic_score_gemma":0.006085944,"domain_scores_codex":[0.9989831,0.00002829167,0.0002578544,0.0002582867,0.0001859157,0.0002864873],"domain_scores_gemma":[0.9994832,0.000005067447,0.00003433966,0.0002331499,0.000131315,0.0001129649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001359681,0.0001769763,0.9894339,0.00002098585,0.00001522689,0.00006739605,0.0005989496,0.000006935529,0.00496739,0.002240415,0.0004593164,0.001876548],"study_design_scores_gemma":[0.007063181,0.0002430113,0.9461594,0.00005617089,0.000008041458,0.00002522544,0.0005569911,0.0002923651,0.00347309,0.0001153219,0.0417817,0.0002255622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921615,0.00003462216,0.000001314504,0.0006016078,0.0001777569,0.0004141286,0.000004107851,0.00004642605,0.00655859],"genre_scores_gemma":[0.9984893,0.000004696521,0.00003073712,0.0007262672,0.00003991404,0.00002135686,0.0005233612,0.00001152365,0.0001528394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04327455,"threshold_uncertainty_score":0.9999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507643719601531,"score_gpt":0.287585403278444,"score_spread":0.2725089660824287,"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."}}