{"id":"W1981462833","doi":"10.5009/gnl.2012.6.2.172","title":"Epidemiology of Gallbladder Disease: Cholelithiasis and Cancer","year":2012,"lang":"en","type":"article","venue":"Gut and Liver","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":1351,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Gallstones; Gallbladder cancer; Gallbladder disease; Epidemiology; Biliary sludge; Internal medicine; Obesity; Gallbladder; Disease; Gallbladder Stone; Cholecystectomy; Gastroenterology","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":[0.0004219168,0.0003004187,0.0004867876,0.004104185,0.0003716417,0.0009159824,0.0003214583,0.000601786,0.00611848],"category_scores_gemma":[0.00192485,0.0001610407,0.0004167189,0.006555437,0.0004018877,0.0005848205,0.0009786688,0.0007250994,0.001231872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009389807,"about_ca_system_score_gemma":0.001323193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01579514,"about_ca_topic_score_gemma":0.01209388,"domain_scores_codex":[0.9989501,0.0002166757,0.000204308,0.0001290131,0.0003783572,0.0001216305],"domain_scores_gemma":[0.9983941,0.0001210564,0.0007680307,0.00006521925,0.0003556322,0.0002960325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008866142,0.00007346338,0.8909542,0.001465464,0.0002427284,0.0003613095,0.0002086911,0.0003236124,0.0005661075,0.002235663,0.02442575,0.07905434],"study_design_scores_gemma":[0.000009564903,0.00008123503,0.9472535,0.0007963451,0.00008323826,0.003807273,0.0003630134,0.0002666718,0.00009721771,0.0009202558,0.04630058,0.00002106947],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3986894,0.4373025,0.008256591,0.01790041,0.001783956,0.0009280976,0.05323694,0.0006107403,0.08129143],"genre_scores_gemma":[0.8297394,0.1404423,0.005016015,0.00152177,0.001102165,0.000358639,0.01303301,0.00004519214,0.008741623],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01579514,"threshold_uncertainty_score":0.0314064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03733813732866648,"score_gpt":0.313085489823993,"score_spread":0.2757473524953266,"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."}}