{"id":"W4411570126","doi":"10.7717/peerj.19345","title":"Prognostic value of lymphocyte-to-monocyte ratio in patients with endometrial cancer: an updated systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"PeerJ","topic":"Inflammatory Biomarkers in Disease Prognosis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Endometrial cancer; Meta-analysis; Oncology; Monocyte; Medicine; Lymphocyte; Internal medicine; Value (mathematics); Computational biology; Cancer; Biology; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001227345,0.000707929,0.01325384,0.001968906,0.00004307206,0.00003803529,0.0003565705,0.000222635,0.000221747],"category_scores_gemma":[0.001502328,0.0004476583,0.00151712,0.004870164,0.00007643872,0.00009888735,0.0001354311,0.0002004538,0.000007584903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004513536,"about_ca_system_score_gemma":0.001120874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008030435,"about_ca_topic_score_gemma":0.00003242144,"domain_scores_codex":[0.9947656,0.001068651,0.002162822,0.0008364122,0.0008216843,0.0003448605],"domain_scores_gemma":[0.9963228,0.0004612131,0.001206191,0.001153811,0.0005628869,0.0002930827],"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":[0.0001428888,0.0002089568,0.001971922,0.8443304,0.1504905,0.00001799071,0.00001826102,0.000002190749,1.624508e-8,0.00001151638,0.00008842929,0.002716854],"study_design_scores_gemma":[0.001262961,0.0001777889,0.0005477649,0.1068101,0.8893802,0.000002512729,0.000003111892,0.00001362997,0.000001048222,9.130419e-7,0.001457975,0.000341972],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001032139,0.9832407,0.00002048493,0.00004118911,0.00005407062,0.01578816,0.0006606158,0.00004228018,0.0000492759],"genre_scores_gemma":[0.0002973101,0.9924079,0.0005230742,0.0002483691,0.00002107244,0.004909633,0.001328457,0.00006062901,0.000203586],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7388897,"threshold_uncertainty_score":0.9997975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03821252242365587,"score_gpt":0.3480954871301737,"score_spread":0.3098829647065178,"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."}}