{"id":"W2802637109","doi":"10.1016/j.cgh.2018.04.050","title":"A Learning Collaborative Approach Increases Specificity of Diagnosis of Acute Liver Failure in Pediatric Patients","year":2018,"lang":"en","type":"article","venue":"Clinical Gastroenterology and Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; National Institutes of Health; University of Pittsburgh; Johns Hopkins University; Children's Hospital Colorado; Malaysian Society Nephrology; University of Washington; Emory University; University of Cincinnati; Baylor College of Medicine; Harvard Medical School","keywords":"Medicine; Liver failure; Intensive care medicine; MEDLINE; Internal medicine","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":[0.002716922,0.0004473788,0.0006411927,0.001092596,0.0008196536,0.00122993,0.0008250567,0.001037274,0.004531963],"category_scores_gemma":[0.01741991,0.000210392,0.0006852043,0.0005804056,0.000321791,0.001890916,0.002420557,0.0009277778,0.001018323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005988993,"about_ca_system_score_gemma":0.001413473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450481,"about_ca_topic_score_gemma":0.002127197,"domain_scores_codex":[0.9964609,0.001780604,0.0003521656,0.0006244401,0.0005137094,0.0002681724],"domain_scores_gemma":[0.9900686,0.004272754,0.001625737,0.0007586934,0.001586217,0.001687986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007522754,0.001887758,0.7093082,0.0001500736,0.0001731765,0.0009447146,0.0006830147,0.001371895,0.001112869,0.0003382274,0.005670434,0.2776073],"study_design_scores_gemma":[0.0005086235,0.004223594,0.9323967,0.0006798801,0.0006404299,0.01141478,0.003003344,0.02364367,0.005533858,0.004694445,0.01311172,0.0001488886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9684714,0.00145579,0.01066496,0.003253472,0.000314238,0.0003193796,0.0003259154,0.0003853729,0.0148093],"genre_scores_gemma":[0.969654,0.0008011126,0.02640277,0.0009015006,0.000350631,0.0001942037,0.000599794,0.00005406106,0.001041989],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004531963,"threshold_uncertainty_score":0.01516086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01899430605625312,"score_gpt":0.2963373579916841,"score_spread":0.277343051935431,"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."}}