{"id":"W4400150907","doi":"10.1016/j.yasu.2024.05.002","title":"Current Status of Laparoscopic Liver Resection","year":2024,"lang":"en","type":"review","venue":"Advances in Surgery","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pancreas Centre (Canada); University of Toronto","funders":"","keywords":"Medicine; Laparoscopy; Resection; General surgery; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002207512,0.0002791405,0.001737251,0.0005855698,0.00001336536,0.000008057903,0.0000439877,0.0001483581,0.00007657808],"category_scores_gemma":[0.0001297466,0.0002018775,0.0006001123,0.000691473,0.00005653218,0.0001075832,0.00003832526,0.0003660915,0.0001053828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002197192,"about_ca_system_score_gemma":0.0004344351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002772526,"about_ca_topic_score_gemma":0.0000233199,"domain_scores_codex":[0.9983139,0.0001200508,0.0006557581,0.0003519978,0.0002271401,0.0003311448],"domain_scores_gemma":[0.9989405,0.0004671176,0.0001888824,0.000270172,0.00003762385,0.00009569938],"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":[0.00001634091,0.00008964711,0.03189166,0.07047994,0.00006562995,0.0001913538,0.00002185388,2.327407e-8,5.407391e-8,0.00001966917,0.0005043999,0.8967195],"study_design_scores_gemma":[0.00008768244,0.00005218237,0.00006115541,0.05067137,0.001036915,0.00001914419,0.000003586842,0.000004563456,0.000009697063,0.00002897178,0.9478894,0.0001353258],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005189137,0.9966602,0.000002074084,0.000003231103,0.001606681,0.000571733,0.0000378957,0.00003508428,0.0005641772],"genre_scores_gemma":[0.0008574638,0.9982529,0.00004041282,0.000003000542,0.0002001436,0.0001831354,0.0002749702,0.00004238374,0.0001456403],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.947385,"threshold_uncertainty_score":0.8232324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1968178972092605,"score_gpt":0.385630695313839,"score_spread":0.1888127981045785,"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."}}