{"id":"W4248571824","doi":"10.1016/s1665-2681(19)30795-1","title":"Hepatology highlights","year":2015,"lang":"en","type":"article","venue":"Annals of Hepatology","topic":"Liver physiology and pathology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Hepatology; Internal medicine; Gastroenterology; Family 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002431628,0.0001491471,0.0006966267,0.0001642468,0.0000294692,0.000001016994,0.0001354189,0.0003476847,0.0001744659],"category_scores_gemma":[0.0001741299,0.0001224171,0.0001228422,0.0001427251,0.0004483548,0.00005006503,0.00007361796,0.0001890428,0.0003528719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008994784,"about_ca_system_score_gemma":0.0002824061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001329189,"about_ca_topic_score_gemma":0.00002639661,"domain_scores_codex":[0.9986814,0.0002138188,0.0003473439,0.00028348,0.0001033201,0.0003706346],"domain_scores_gemma":[0.998803,0.0001184873,0.0001361386,0.0003917916,0.00034218,0.0002084529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002122755,0.0006798511,0.6962363,0.0001049747,0.0003721755,0.001516266,0.000819327,0.000001539165,0.005965694,0.1113112,0.1790552,0.001814746],"study_design_scores_gemma":[0.006493997,0.008566184,0.1361886,0.00005400067,0.0003294622,0.00843134,0.0002243304,0.0003055578,0.1559403,0.09086633,0.5918847,0.0007151775],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9634092,0.001121155,0.0000473751,0.01731041,0.0005525082,0.0001369185,0.000005981979,0.00006081174,0.01735566],"genre_scores_gemma":[0.9910356,0.0002126521,0.0004322283,0.007655127,0.0001156167,0.00001099785,0.00003626067,0.00001346879,0.0004879949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5600477,"threshold_uncertainty_score":0.4992024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1992433394830104,"score_gpt":0.382359027930557,"score_spread":0.1831156884475466,"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."}}