{"id":"W1965426765","doi":"","title":"Current Curative Surgical Management of Gallbladder Cancer: A Brief Review","year":2012,"lang":"en","type":"review","venue":"Journal of Current Surgery","topic":"Cholangiocarcinoma and Gallbladder Cancer Studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hepatoduodenal ligament; Medicine; Cholecystectomy; Dissection (medical); Surgery; Lymph node; Stage (stratigraphy); Gallbladder cancer; Radical surgery; General surgery; Hepatectomy; Gallbladder; Cancer; Resection; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001395871,0.0007212132,0.006613155,0.0005507854,0.0000551232,0.0000154827,0.000271158,0.0001403832,0.0004921674],"category_scores_gemma":[0.00006561264,0.0004785642,0.003932395,0.0007588299,0.0001469634,0.0001917509,0.000179843,0.001245444,0.00002072401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003792643,"about_ca_system_score_gemma":0.001101868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003672937,"about_ca_topic_score_gemma":9.052987e-7,"domain_scores_codex":[0.9943236,0.0003382124,0.003138168,0.0003595921,0.001272822,0.0005676278],"domain_scores_gemma":[0.9941523,0.0005129382,0.003746381,0.0004735327,0.0006886225,0.0004262349],"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":[0.00004844276,0.0004073395,0.0009704466,0.2145846,0.001848284,0.0001935593,0.00003449438,2.444894e-8,1.028301e-8,0.000033789,0.07624024,0.7056387],"study_design_scores_gemma":[0.0003370052,0.00004232172,0.0004010492,0.3303289,0.01097271,0.0006084512,0.0000086768,4.864577e-8,3.745061e-7,0.000003018346,0.6570418,0.0002556993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000171713,0.9929579,0.00001151174,0.0002669175,0.005304916,0.0009372181,0.00007295267,0.0000134583,0.000417891],"genre_scores_gemma":[0.00006447193,0.9976048,0.00002000742,0.00004036978,0.001958955,0.0001054585,0.00005487518,0.00006635351,0.00008465032],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.705383,"threshold_uncertainty_score":0.9997666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1873498983743195,"score_gpt":0.4361833277276377,"score_spread":0.2488334293533182,"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."}}