{"id":"W4285085807","doi":"10.1007/s11894-022-00844-7","title":"Novel advances in surgery for Gallstone Disease","year":2022,"lang":"en","type":"review","venue":"Current Gastroenterology Reports","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Clair College","funders":"","keywords":"Medicine; Cholecystectomy; Cholecystostomy; Biliary disease; Cholangiography; Dissection (medical); General surgery; Cystic duct; Cholecystitis; Laparoscopy; Gallbladder; Surgery; Acute cholecystitis","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":[0.0008973069,0.0008855712,0.001508431,0.003130133,0.0002277801,0.001305126,0.0007018897,0.000980125,0.004792708],"category_scores_gemma":[0.001694398,0.000285114,0.0007719778,0.002646829,0.0006011486,0.001680272,0.0008829164,0.002169598,0.001703687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004492497,"about_ca_system_score_gemma":0.001130404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006279309,"about_ca_topic_score_gemma":0.001580766,"domain_scores_codex":[0.9997253,0.00005183983,0.00006117378,0.00004804296,0.00008594497,0.00002777336],"domain_scores_gemma":[0.9991229,0.0005357391,0.0001179425,0.00002114117,0.0001439284,0.00005844489],"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":[0.0001038232,0.00004947336,0.000281214,0.02571502,0.000146561,0.0002122554,0.00004243724,0.0002443437,0.0008596653,0.001798806,0.02320019,0.9473462],"study_design_scores_gemma":[0.0000766303,0.0002353937,0.001948738,0.01075467,0.0005527114,0.002034655,0.0001088314,0.000199849,0.0004560613,0.00275194,0.9808357,0.00004474655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004919509,0.9990022,0.0000869576,0.0002191612,0.0002340377,0.000001984728,0.000009803763,0.000004646196,0.0003920774],"genre_scores_gemma":[0.0004044379,0.9984751,0.0001590927,0.0002722673,0.0004621073,0.000002604194,0.00002006669,0.000001358547,0.00020293],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004792708,"threshold_uncertainty_score":0.01603323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0705548933971266,"score_gpt":0.367417111997888,"score_spread":0.2968622186007613,"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."}}