{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001062588,0.0006184195,0.0004033417,0.003348058,0.001752568,0.00162368,0.00106187,0.0008095294,0.002456228],"category_scores_gemma":[0.004731092,0.0004193668,0.0004764346,0.005328252,0.001212773,0.0009657941,0.0008993996,0.0009131299,0.0005074742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008523553,"about_ca_system_score_gemma":0.01064081,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4287103,"about_ca_topic_score_gemma":0.6066473,"domain_scores_codex":[0.9985007,0.0001231404,0.0002012127,0.0001719367,0.000744909,0.0002581549],"domain_scores_gemma":[0.99656,0.0004925539,0.0005893342,0.0002009301,0.001525481,0.0006316238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003455529,0.0003107299,0.5225121,0.001275434,0.000156648,0.04307307,0.005553509,0.0004595249,0.003889174,0.0008401594,0.01726199,0.4043221],"study_design_scores_gemma":[0.00007059772,0.0005184647,0.6016368,0.001820883,0.0002982938,0.2705429,0.007578474,0.0006394533,0.001640116,0.0003096296,0.1147742,0.0001702024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8395245,0.1127021,0.002928694,0.005901465,0.0008773954,0.000264873,0.001373417,0.0001606418,0.03626684],"genre_scores_gemma":[0.8546398,0.1341395,0.004549202,0.002077842,0.0006543442,0.00004827549,0.001031378,0.0000789406,0.00278078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5712897,"threshold_uncertainty_score":0.8524299,"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."}}