{"id":"W2111377654","doi":"10.1136/bmjopen-2014-004837","title":"Prediction of liver disease in patients whose liver function tests have been checked in primary care: model development and validation using population-based observational cohorts","year":2014,"lang":"en","type":"article","venue":"BMJ Open","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Health Technology Assessment Programme; University of Aberdeen; Medical Research Council; National Institute for Health and Care Research","keywords":"Medicine; Cohort; Population; Liver disease; Liver function tests; Internal medicine; Cohort study; Observational study; Retrospective cohort study; Liver function; Pediatrics; Environmental health","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":[0.02699886,0.001242965,0.001775438,0.001382859,0.0005463609,0.00150894,0.001860927,0.001136122,0.001225873],"category_scores_gemma":[0.03177696,0.0007028111,0.002076311,0.0008093443,0.0005861888,0.0005996964,0.00143824,0.0020994,0.0002923941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001434386,"about_ca_system_score_gemma":0.002302615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02961785,"about_ca_topic_score_gemma":0.01223258,"domain_scores_codex":[0.9944755,0.004092231,0.0002181752,0.0006840886,0.0002977413,0.000232204],"domain_scores_gemma":[0.9690433,0.02481461,0.001956184,0.001336106,0.002179508,0.0006703265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002350867,0.0009853807,0.7430285,0.0001518179,0.001938915,0.0002785041,0.0002750429,0.228406,0.00024328,0.000451845,0.001913476,0.01997627],"study_design_scores_gemma":[0.0003960537,0.0007709387,0.09876548,0.00005667451,0.000339369,0.0001552974,0.0001106079,0.8982965,0.0001110495,0.000663673,0.0003046828,0.00002975955],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743989,0.000436659,0.02237534,0.0005092304,0.00006240578,0.0004163985,0.001162249,0.000146077,0.0004926968],"genre_scores_gemma":[0.9869103,0.0001737304,0.01071969,0.00008708944,0.00002957772,0.0003040883,0.001562713,0.00001047539,0.0002024035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02961785,"threshold_uncertainty_score":0.1427853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.11261274653578,"score_gpt":0.3202739029979736,"score_spread":0.2076611564621937,"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."}}