{"id":"W4296359614","doi":"10.21037/hbsn-22-386","title":"Hepatocellular carcinoma in non-alcoholic fatty liver disease from a clinical and public health perspective","year":2022,"lang":"en","type":"letter","venue":"HepatoBiliary Surgery and Nutrition","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; London Health Sciences Centre","funders":"Fondo Nacional de Desarrollo Científico y Tecnológico; Centro de Envejecimiento y Regeneración, Pontificia Universidad Católica de Chile; Comisión Nacional de Investigación Científica y Tecnológica; European Commission","keywords":"Medicine; Hepatocellular carcinoma; Fatty liver; Perspective (graphical); Alcoholic liver disease; Disease; Public health; Gastroenterology; Internal medicine; Pathology; Cirrhosis","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":[0.0005768873,0.00048376,0.001318423,0.0005027585,0.0002119523,0.00006616347,0.00006937821,0.0003899311,0.0003738978],"category_scores_gemma":[0.0001201424,0.0004728886,0.0004964115,0.0002784091,0.0002502533,0.0002129306,0.0001360014,0.001291007,0.00001166969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000471031,"about_ca_system_score_gemma":0.0006459441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006510141,"about_ca_topic_score_gemma":0.00005522692,"domain_scores_codex":[0.9960128,0.0008956973,0.0007792722,0.001261916,0.000468427,0.0005818682],"domain_scores_gemma":[0.9973251,0.001083001,0.000248887,0.0005160875,0.0001035878,0.0007232955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004959379,0.002289756,0.8281764,0.0009391053,0.0001830859,0.009546089,0.0002255614,1.080245e-8,2.575476e-7,0.000008776548,0.1571176,0.00101745],"study_design_scores_gemma":[0.002316564,0.0003683201,0.9399866,0.0007234609,0.0003495193,0.00004875275,0.0002898629,0.0004217143,0.000002376761,0.0003091905,0.0547711,0.0004125034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7638791,0.03348994,0.000001176304,0.1995115,0.0002586032,0.001600738,0.001197742,0.00004462812,0.00001656043],"genre_scores_gemma":[0.8121313,0.03714371,0.00002234214,0.1422462,0.001226646,0.0009328341,0.006218955,0.00005911904,0.00001877816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1118103,"threshold_uncertainty_score":0.9997723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06724760624381541,"score_gpt":0.2953894323198873,"score_spread":0.2281418260760719,"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."}}