{"id":"W2013586299","doi":"10.1515/cclm-2011-0850","title":"Serum biomarkers for the non-invasive diagnosis of liver fibrosis: the importance of being validated","year":2012,"lang":"en","type":"letter","venue":"Clinical Chemistry and Laboratory Medicine (CCLM)","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Victoria Regional Health Centre; McGill University Health Centre; Royal Victoria Hospital","funders":"","keywords":"Liver fibrosis; Medicine; Fibrosis; Internal medicine; Pathology; 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":[0.01129611,0.0009551561,0.002572281,0.001219632,0.001678246,0.003563997,0.001734401,0.02576184,0.001523664],"category_scores_gemma":[0.05256156,0.0006267136,0.001411346,0.0008616479,0.004302167,0.00580678,0.001480818,0.03701904,0.001906459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002704742,"about_ca_system_score_gemma":0.002842165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002114187,"about_ca_topic_score_gemma":0.004171484,"domain_scores_codex":[0.9867452,0.005390796,0.002397349,0.0007744873,0.00416536,0.0005268022],"domain_scores_gemma":[0.9422684,0.04347125,0.002099706,0.001353753,0.008869541,0.001937277],"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":[0.0004734964,0.0002631773,0.01398956,0.0006504097,0.0001593852,0.01092037,0.0004691302,0.0003569979,0.002367317,0.01612779,0.7736455,0.1805769],"study_design_scores_gemma":[0.0006225412,0.0006362176,0.01190024,0.002975499,0.0002389439,0.03378099,0.001047771,0.003249892,0.002439762,0.06914617,0.8737035,0.0002584134],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0009294435,0.01225425,0.00118782,0.9725713,0.01121479,0.00001673799,0.0000477321,0.00002257984,0.001755333],"genre_scores_gemma":[0.01923785,0.01713635,0.004945827,0.8656456,0.09036564,0.00007345866,0.00008926896,0.00003161256,0.002474417],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02576184,"threshold_uncertainty_score":0.05974025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03932792048199392,"score_gpt":0.3252793622430594,"score_spread":0.2859514417610655,"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."}}