{"id":"W2950686006","doi":"10.1002/hep.30825","title":"Evaluating Noninvasive Markers to Identify Advanced Fibrosis by Liver Biopsy in HBV/HIV Co‐infected Adults","year":2019,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institute on Drug Abuse; National Institute on Alcohol Abuse and Alcoholism","keywords":"Transient elastography; Medicine; Fibrosis; Internal medicine; Gastroenterology; Liver biopsy; Interquartile range; Hepatitis C; Liver disease; Biopsy; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002538269,0.0007090458,0.000522312,0.0007808309,0.0002650392,0.000640618,0.0002917122,0.0004753912,0.0005159621],"category_scores_gemma":[0.006225592,0.0002850262,0.0002368928,0.000453795,0.0002900375,0.0006757533,0.0004576077,0.0005266726,0.0002257908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695741,"about_ca_system_score_gemma":0.000297571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008300217,"about_ca_topic_score_gemma":0.00264451,"domain_scores_codex":[0.9988819,0.0005437516,0.0001278815,0.0001199512,0.0002427453,0.00008379512],"domain_scores_gemma":[0.9971856,0.0009638442,0.000942799,0.0001135354,0.0004527015,0.0003414805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005052982,0.00007732942,0.9933217,0.0000264371,0.00004275271,0.00005750028,0.00006394043,0.00008093279,0.0006662635,0.00001457843,0.0000657373,0.005077465],"study_design_scores_gemma":[0.0001339004,0.003104961,0.9890596,0.00006713341,0.000133945,0.000945357,0.0003029565,0.003652696,0.00189505,0.00009482337,0.0005926252,0.00001705043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969146,0.001421515,0.0007708165,0.0000615713,0.00001237475,0.00007682487,0.0001022096,0.000008993595,0.0006310399],"genre_scores_gemma":[0.9976291,0.0002998216,0.0016804,0.00006979452,0.00002780691,0.00005158039,0.0001115398,0.000002056921,0.0001278606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002538269,"threshold_uncertainty_score":0.0134238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01822893950929843,"score_gpt":0.343169674814176,"score_spread":0.3249407353048776,"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."}}