{"id":"W2040539759","doi":"10.1111/apt.12611","title":"Commentary: what factors are important in diagnosing hepatic fibrosis?","year":2014,"lang":"en","type":"letter","venue":"Alimentary Pharmacology & Therapeutics","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Cirrhosis; Portal hypertension; Fibrosis; Von Willebrand factor; Gastroenterology; Internal medicine; Endothelial dysfunction; Liver biopsy; Liver disease; Hepatic fibrosis; Platelet; Pathology; Biopsy","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":[0.0041558,0.00150586,0.002739904,0.001619853,0.002485923,0.002689177,0.006355357,0.04058931,0.01895595],"category_scores_gemma":[0.04482971,0.001000069,0.001591451,0.001297187,0.002699042,0.005392063,0.00145835,0.03362201,0.0191508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003533466,"about_ca_system_score_gemma":0.004798529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007785364,"about_ca_topic_score_gemma":0.007196785,"domain_scores_codex":[0.9967533,0.0009442862,0.0005078532,0.0004984395,0.001049019,0.0002471476],"domain_scores_gemma":[0.9678437,0.01452179,0.001313114,0.0006562621,0.01270025,0.002964948],"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":[0.00004976535,0.00001128235,0.000139208,0.0001858183,0.00001330652,0.0002314366,0.00002470735,0.00003556257,0.00005257867,0.0002995384,0.9933049,0.005651808],"study_design_scores_gemma":[0.0002794336,0.00009489841,0.001422205,0.002568552,0.00008520913,0.002607081,0.000411395,0.0003645041,0.0003236011,0.006183282,0.9855142,0.0001456612],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002045979,0.004499889,0.0001861497,0.8114182,0.1815621,0.00004269454,0.0002646553,0.00007550031,0.001746246],"genre_scores_gemma":[0.00187003,0.004123362,0.000305641,0.7140936,0.2760865,0.00006481614,0.0001619341,0.00004047164,0.003253687],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04058931,"threshold_uncertainty_score":0.06341398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.039289241237941,"score_gpt":0.3201965239340536,"score_spread":0.2809072826961126,"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."}}