{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004186859,0.00008974048,0.0002555941,0.0001033967,0.00001543929,0.000002213816,0.00005494748,0.0001692311,0.00002728341],"category_scores_gemma":[0.0003854994,0.00006639745,0.00003846868,0.0001628898,0.00014383,0.00006007823,0.0000385819,0.0001312258,0.000005007377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006766806,"about_ca_system_score_gemma":0.0001315515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006008682,"about_ca_topic_score_gemma":9.616859e-7,"domain_scores_codex":[0.9991593,0.00007811734,0.0002156006,0.0002460077,0.0001654822,0.0001355398],"domain_scores_gemma":[0.9993076,0.0001324451,0.00009225892,0.0001690148,0.0001268669,0.0001718049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009176604,0.001544949,0.8324512,0.000107232,0.0003078182,0.000007371061,0.001125115,0.00001286857,0.002704308,0.0004155018,0.004572264,0.1558337],"study_design_scores_gemma":[0.007353658,0.0009023437,0.9869858,0.00005270075,0.0005718647,0.0000594722,0.00004931642,0.00184949,0.001029422,0.0001383453,0.0009417685,0.0000658133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991766,0.006130714,0.000009707353,0.0005447559,0.00005687392,0.001038028,0.000009170759,0.00002963266,0.0004151011],"genre_scores_gemma":[0.9976264,0.0007393366,0.001177373,0.0001453806,0.00008269629,0.000160492,0.00004699158,0.000006490732,0.00001480283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1557679,"threshold_uncertainty_score":0.270761,"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."}}