{"id":"W6906212234","doi":"10.15562/tcp.73","title":"Biomarkers of Non Alcoholic Steatohepatitis: a systematic review and meta-analysis","year":2019,"lang":"en","type":"article","venue":"The Cancer Press","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Disease; MEDLINE; Biomarker; Diabetes mellitus","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001841216,0.0001033783,0.001237442,0.00003352804,0.00001539646,0.000007400613,0.00008360558,0.00001691824,0.0004711885],"category_scores_gemma":[0.00001064091,0.00004857092,0.0004449399,0.0001567085,0.00002930663,0.00002944865,0.00003393352,0.00002669161,0.000007348589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002552284,"about_ca_system_score_gemma":0.00002229814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001430176,"about_ca_topic_score_gemma":0.00003202106,"domain_scores_codex":[0.9992581,0.00008940378,0.0002329922,0.000162147,0.000171421,0.00008591955],"domain_scores_gemma":[0.999118,0.00007536176,0.0001524803,0.0005328499,0.00006442544,0.00005682962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00002815495,0.000147838,0.01580793,0.2652126,0.7173926,0.000006230728,0.000331479,0.000009577784,0.0000281491,0.00006197418,0.0009377068,0.00003577416],"study_design_scores_gemma":[0.0003303969,0.00004084379,0.01144035,0.002069362,0.9855651,0.000001776927,0.00001885112,0.00008600875,0.0003676484,0.000003695773,0.00002125125,0.00005465954],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08251541,0.9106073,0.000004276208,0.002050139,0.00002289409,0.003612126,0.0001713744,0.00001253328,0.001003975],"genre_scores_gemma":[0.9747931,0.0226631,0.00001248977,0.001031006,0.000005160423,0.0008897792,0.000008185642,0.000008313828,0.0005889148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8922777,"threshold_uncertainty_score":0.5159184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04015087720963869,"score_gpt":0.3239327449841759,"score_spread":0.2837818677745372,"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."}}