{"id":"W2904871598","doi":"10.1016/j.nut.2018.12.001","title":"Cancer-related gene expression is associated with disease severity and modifiable lifestyle factors in non-alcoholic fatty liver disease","year":2018,"lang":"en","type":"article","venue":"Nutrition","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Guelph; Toronto General Hospital; Canada Research Chairs; University Health Network","funders":"Canadian Institutes of Health Research; American College of Gastroenterology; Canadian Liver Foundation; Health Research","keywords":"Steatohepatitis; Fatty liver; Insulin resistance; Internal medicine; Endocrinology; Steatosis; Body mass index; Medicine; Liver disease; Waist; Biology; Disease; Insulin","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00004711746,0.000196594,0.0002433541,0.0001023136,0.000125823,0.00002668411,0.00003814952,0.00008284024,0.0001729328],"category_scores_gemma":[0.00003228161,0.0001531444,0.00006083592,0.0002141791,0.00008075389,0.0001951255,0.00002905954,0.00009594388,0.00001268609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002578772,"about_ca_system_score_gemma":0.0001026181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007043618,"about_ca_topic_score_gemma":0.00004335115,"domain_scores_codex":[0.9988761,0.00005206123,0.0001691045,0.0003896489,0.0002627791,0.0002503192],"domain_scores_gemma":[0.9990051,0.00003875847,0.00007659572,0.0002131193,0.0001249437,0.0005414858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006951137,0.00373475,0.9925684,0.0001760602,0.0001102462,0.0002176454,0.0004808008,0.000003382702,0.0008169361,0.000003831162,0.001059483,0.0001333939],"study_design_scores_gemma":[0.005232764,0.0001865945,0.9807118,0.001274445,0.0004476788,0.000001126788,0.00002821931,0.001912397,0.009868376,0.000071762,0.00008579482,0.000179113],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968769,0.00115662,0.00000547951,0.0004055935,0.00005307837,0.0009596375,0.0004200515,0.00007276223,0.00004986359],"genre_scores_gemma":[0.9976686,0.001061866,0.00007256992,0.0002360637,0.00008908923,0.000300371,0.000484458,0.00002395946,0.00006306027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01185663,"threshold_uncertainty_score":0.6245047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01685670616752154,"score_gpt":0.2621809112984128,"score_spread":0.2453242051308913,"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."}}