{"id":"W2118871011","doi":"10.1016/j.acra.2015.02.014","title":"Efficacy and Accessibility of a Novel Liver Fibrosis Evaluation Program","year":2015,"lang":"en","type":"article","venue":"Academic Radiology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Transient elastography; Medicine; Hepatocellular carcinoma; Fibrosis; Hepatitis C; Liver disease; Liver fibrosis; Internal medicine; Radiology; Gastroenterology","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":[0.003253181,0.0002809239,0.0007346104,0.0008828848,0.0005219208,0.0008108342,0.0004696507,0.0008302119,0.00423594],"category_scores_gemma":[0.01083226,0.0001805,0.0004128869,0.0004536134,0.0003811489,0.001164561,0.00113053,0.0007095446,0.0006383899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006782189,"about_ca_system_score_gemma":0.001887895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001384472,"about_ca_topic_score_gemma":0.001725865,"domain_scores_codex":[0.9970841,0.001703444,0.000172978,0.0003960539,0.0004458765,0.0001975693],"domain_scores_gemma":[0.9932862,0.003445059,0.001045953,0.0004953067,0.0007732913,0.0009542104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0728389,0.04716357,0.183424,0.0005800439,0.0003726275,0.0004489447,0.0009894994,0.002987584,0.006924321,0.001025614,0.003266079,0.6799787],"study_design_scores_gemma":[0.0234599,0.1517548,0.7409189,0.0004884489,0.001531769,0.002732786,0.001523867,0.03748091,0.01772,0.001654986,0.02049209,0.0002415833],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868726,0.0008668925,0.004040786,0.0008104289,0.0001101309,0.0007182618,0.0002380065,0.000260736,0.006082253],"genre_scores_gemma":[0.9921536,0.0002971209,0.00520843,0.0002861655,0.0001179494,0.0002809358,0.0002328042,0.00001944387,0.001403684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00423594,"threshold_uncertainty_score":0.01720464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1247838564747362,"score_gpt":0.4063954715518069,"score_spread":0.2816116150770707,"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."}}