{"id":"W1825572972","doi":"10.1155/2014/496196","title":"Out with the Old and in with the New: Hepatic Fibrosis Assessment in Canada","year":2014,"lang":"en","type":"letter","venue":"Canadian Journal of Gastroenterology and Hepatology","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"William Osler Health System; Western University","funders":"","keywords":"Medicine; Hepatic fibrosis; Fibrosis; Internal medicine; Pathology; Intensive care medicine","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":[0.001074784,0.000461316,0.0006124224,0.0009476141,0.007532294,0.00229098,0.0014163,0.01545381,0.005375125],"category_scores_gemma":[0.008429207,0.0004589881,0.0006232035,0.001235196,0.002242441,0.002061606,0.0008271596,0.01424305,0.001382412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02443183,"about_ca_system_score_gemma":0.03124339,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6386229,"about_ca_topic_score_gemma":0.7755811,"domain_scores_codex":[0.9986984,0.0001561755,0.0001353783,0.0001834823,0.0005096146,0.0003169237],"domain_scores_gemma":[0.9963872,0.000703992,0.0001686707,0.00006716671,0.001308572,0.001364329],"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":[0.00005052744,0.00009919138,0.006109693,0.00009419066,0.00001874929,0.0119921,0.0004438396,0.000152297,0.0002157809,0.002879763,0.9580563,0.01988746],"study_design_scores_gemma":[0.0002107192,0.0001199652,0.02168255,0.001347323,0.00007601409,0.03280238,0.003869537,0.00225578,0.0004330483,0.01090528,0.9260578,0.0002396389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00214429,0.002582221,0.00007478135,0.9801471,0.009058077,0.00002074159,0.00008141388,0.00002004925,0.005871148],"genre_scores_gemma":[0.0311478,0.006454049,0.0006289608,0.9281148,0.01899019,0.00004078506,0.0001039485,0.00003709735,0.01448241],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3613771,"threshold_uncertainty_score":0.7270107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007634032926136668,"score_gpt":0.2074330956204363,"score_spread":0.1997990626942996,"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."}}