{"id":"W2422291694","doi":"10.1016/j.cgh.2016.05.046","title":"Noninvasive Detection of Nonalcoholic Steatohepatitis Using Clinical Markers and Circulating Levels of Lipids and Metabolites","year":2016,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":153,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"Academy of Finland","keywords":"Medicine; Nonalcoholic steatohepatitis; Steatohepatitis; Internal medicine; Nonalcoholic fatty liver disease; Gastroenterology; Fatty liver; Disease","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007315365,0.0008421402,0.0008376996,0.001020626,0.0002676078,0.001022415,0.000330785,0.0009231159,0.000934053],"category_scores_gemma":[0.001922873,0.0004187474,0.0002598438,0.0007231454,0.0004517665,0.001179613,0.0004322456,0.001108181,0.0003470233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001794469,"about_ca_system_score_gemma":0.0003586988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003424335,"about_ca_topic_score_gemma":0.0008818775,"domain_scores_codex":[0.999313,0.0002589255,0.00006382982,0.0001151999,0.0001949657,0.00005403416],"domain_scores_gemma":[0.998765,0.0004282408,0.0003200409,0.00007338097,0.000217685,0.0001957291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003231039,0.0007049976,0.9059125,0.0001620758,0.0001669304,0.0005324301,0.0001332079,0.0002260499,0.04822901,0.0002179517,0.0006389073,0.03984494],"study_design_scores_gemma":[0.0002158916,0.003447599,0.9436717,0.00009883672,0.0002624256,0.00387417,0.0005706396,0.005549686,0.03911753,0.001000217,0.002138519,0.00005267643],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786513,0.007291163,0.007172192,0.000659721,0.0001521822,0.0001667405,0.0005191367,0.0001429178,0.005244638],"genre_scores_gemma":[0.9899663,0.001251332,0.006679767,0.0003584044,0.0001488305,0.00008171884,0.0003457117,0.0000129465,0.001155157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001022415,"threshold_uncertainty_score":0.003868818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07369460945757654,"score_gpt":0.3648215182447923,"score_spread":0.2911269087872158,"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."}}