{"id":"W4406422893","doi":"10.1007/s10238-024-01539-1","title":"The association between immunoinflammatory biomarkers NLR, PLR, LMR and nonalcoholic fatty liver disease: a systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"Clinical and Experimental Medicine","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Meta-analysis; Nonalcoholic fatty liver disease; Medicine; Internal medicine; Hematology; Disease; Fatty liver","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01065221,0.002586412,0.01979566,0.008417677,0.0007884706,0.003275449,0.002097832,0.002046101,0.003215215],"category_scores_gemma":[0.02341977,0.00150053,0.03071489,0.01001646,0.0007316634,0.001819929,0.001662919,0.001604903,0.0003433731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002739322,"about_ca_system_score_gemma":0.004516933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00857019,"about_ca_topic_score_gemma":0.02044264,"domain_scores_codex":[0.9929861,0.002661696,0.002473943,0.0007697839,0.0008498316,0.0002585883],"domain_scores_gemma":[0.9855231,0.01041416,0.002217832,0.0004105073,0.001239398,0.0001949232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001076563,0.00001849196,0.00384357,0.5903634,0.3929331,0.0001414042,0.00009172258,0.0004058955,0.0002399075,0.0001125458,0.0005924481,0.01018109],"study_design_scores_gemma":[0.0002795126,0.0001220946,0.003622333,0.03848744,0.9553316,0.0001238812,0.00004945792,0.0001362074,0.0001059093,0.0001306898,0.001586945,0.00002404626],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002828668,0.9958395,0.0003226264,0.000126249,0.00007472902,0.0001875247,0.0004459132,0.00001777914,0.0001569986],"genre_scores_gemma":[0.08669396,0.9088405,0.001674218,0.0006069082,0.0001677253,0.0009398503,0.0007801582,0.00002300873,0.0002736181],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01979566,"threshold_uncertainty_score":0.05633497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1106544079752078,"score_gpt":0.4364337321738805,"score_spread":0.3257793241986727,"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."}}