{"id":"W4312065215","doi":"10.1007/s00464-022-09815-5","title":"Surgical approach to microwave and radiofrequency liver ablation for hepatocellular carcinoma and colorectal liver metastases less than 5 cm: a systematic review and meta-analysis","year":2022,"lang":"en","type":"review","venue":"Surgical Endoscopy","topic":"Hepatocellular Carcinoma Treatment and Prognosis","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of Manitoba","funders":"","keywords":"Medicine; Microwave ablation; Meta-analysis; Percutaneous; Radiofrequency ablation; Hepatocellular carcinoma; Hepatology; Ablation; Radiology; Subgroup analysis; Confidence interval; Complication; Surgery; Internal medicine; Oncology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001631389,0.001055713,0.01103672,0.0005856483,0.000262622,0.0001159929,0.0001851114,0.0003393601,0.0003403913],"category_scores_gemma":[0.0001533119,0.0007027697,0.003061756,0.00110091,0.0001739805,0.0001087885,0.0002207979,0.0004426301,0.000006958796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001721499,"about_ca_system_score_gemma":0.0001700578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001944746,"about_ca_topic_score_gemma":0.00000554509,"domain_scores_codex":[0.9944135,0.001560316,0.001416104,0.00145675,0.000575633,0.0005776914],"domain_scores_gemma":[0.9964538,0.001612123,0.00053922,0.0006084769,0.000115703,0.0006706628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0001823731,0.0003656234,0.001025619,0.8924994,0.09795757,0.002390872,0.0001746092,6.688774e-8,5.59573e-7,0.0004824884,0.00007371334,0.004847144],"study_design_scores_gemma":[0.001785817,0.00055238,0.000005061976,0.004062372,0.8902477,0.002591958,0.00002978692,0.0003833552,0.000009561079,0.00000610396,0.0996566,0.0006693352],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00186599,0.98425,0.00006990179,0.0000628819,0.00002527902,0.01269549,0.0007450218,0.00005332749,0.000232131],"genre_scores_gemma":[0.008000482,0.9812253,0.001612662,0.00007045089,0.00005826451,0.0065396,0.001966273,0.0001030501,0.0004239845],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.888437,"threshold_uncertainty_score":0.9995424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1713273071278972,"score_gpt":0.31687952888455,"score_spread":0.1455522217566528,"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."}}