{"id":"W2965811358","doi":"10.1002/hep4.1411","title":"Impact of Implementing a “FIB‐4 First” Strategy on a Pathway for Patients With NAFLD Referred From Primary Care","year":2019,"lang":"en","type":"article","venue":"Hepatology Communications","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Alberta Health Services","funders":"","keywords":"Transient elastography; Nonalcoholic fatty liver disease; Medicine; Steatosis; Internal medicine; Fatty liver; Body mass index; Fibrosis; Gastroenterology; Liver fibrosis; 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":[0.002854442,0.0005000486,0.0003429124,0.000412136,0.001409982,0.001338679,0.000834126,0.0008336532,0.006091589],"category_scores_gemma":[0.01913147,0.0002196598,0.0007307703,0.0003011812,0.0002735792,0.0007280726,0.002257802,0.001102078,0.0005506648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001775088,"about_ca_system_score_gemma":0.007311585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01123396,"about_ca_topic_score_gemma":0.01498159,"domain_scores_codex":[0.9952067,0.002971017,0.0003162799,0.000372572,0.0005465014,0.0005870528],"domain_scores_gemma":[0.985868,0.003913619,0.00250965,0.0004433367,0.001170504,0.006094917],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005728814,0.01078437,0.7109528,0.000703627,0.0003287391,0.002024814,0.002279503,0.005789957,0.001943528,0.0004289051,0.008487965,0.2505471],"study_design_scores_gemma":[0.001886457,0.03927246,0.9165816,0.001537059,0.0006464224,0.002378993,0.007570261,0.01896767,0.002241102,0.0006594501,0.008093452,0.0001650882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990302,0.0003295643,0.0006218431,0.004014408,0.00009665066,0.0008126629,0.0001288258,0.0001088979,0.003585011],"genre_scores_gemma":[0.9935223,0.0002935344,0.004044988,0.001125817,0.00006623424,0.0002769869,0.0002003963,0.00001141976,0.0004584083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01123396,"threshold_uncertainty_score":0.02233714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03068572142981959,"score_gpt":0.3151048554395154,"score_spread":0.2844191340096959,"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."}}