{"id":"W2935450307","doi":"10.21037/hbsn.2019.03.21","title":"Signal transducer and activator of transcriptions (STATs)—at the crossroads of obesity-linked non-alcoholic steatohepatitis and hepatocellular carcinoma","year":2019,"lang":"en","type":"letter","venue":"HepatoBiliary Surgery and Nutrition","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; Research Manitoba; Health Sciences Centre Foundation","keywords":"Medicine; Steatohepatitis; Hepatocellular carcinoma; Activator (genetics); Obesity; Internal medicine; Fatty liver; Cancer research; Disease; Receptor","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007064284,0.0003686819,0.0006006978,0.0003489913,0.001135671,0.001251361,0.0005124938,0.00819217,0.005929197],"category_scores_gemma":[0.003522285,0.0001954903,0.0004521921,0.0003253862,0.001287769,0.001363586,0.0005670335,0.0127803,0.005804469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001665261,"about_ca_system_score_gemma":0.001409916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001866242,"about_ca_topic_score_gemma":0.002776629,"domain_scores_codex":[0.9993631,0.0002144284,0.00006822711,0.00007497363,0.0001736464,0.0001054928],"domain_scores_gemma":[0.9989265,0.000455139,0.00009983966,0.00004337828,0.0002609607,0.0002143049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002433613,0.00007232688,0.002573939,0.0001306638,0.00001999491,0.005893968,0.00009309444,0.00009663189,0.001312341,0.005832762,0.9356477,0.04808323],"study_design_scores_gemma":[0.0002501317,0.0001697938,0.003239012,0.0006862297,0.00003958873,0.01624461,0.0004143881,0.0009273953,0.0009052999,0.02432798,0.9527435,0.00005211161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001384318,0.008640453,0.0002236145,0.9657614,0.01800795,0.00001422828,0.00006595768,0.00003633429,0.005865733],"genre_scores_gemma":[0.04002619,0.02444727,0.0009728913,0.7622042,0.1497859,0.00005815117,0.0001577564,0.00003653602,0.02231115],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.00819217,"threshold_uncertainty_score":0.01983517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137552070634884,"score_gpt":0.2288127626357079,"score_spread":0.207437241929359,"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."}}