{"id":"W4413735066","doi":"10.3389/fendo.2025.1599423","title":"Correlation of serum irisin levels with diabetic nephropathy: an exhaustive systematic appraisal and meta-analytical investigation","year":2025,"lang":"en","type":"review","venue":"Frontiers in Endocrinology","topic":"Adipose Tissue and Metabolism","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diabetic nephropathy; Medicine; Meta-analysis; Diabetes mellitus; Internal medicine; Bioinformatics; Endocrinology; Mathematics; Computational biology; Biology","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":[0.02616556,0.002613933,0.01515609,0.009786306,0.0008151869,0.003369901,0.002216134,0.001842907,0.003749627],"category_scores_gemma":[0.05375822,0.001261655,0.03303647,0.01134464,0.0007877421,0.001768923,0.002110549,0.001302397,0.0003339078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002830501,"about_ca_system_score_gemma":0.007284896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004550045,"about_ca_topic_score_gemma":0.01177254,"domain_scores_codex":[0.9788624,0.008954452,0.007745195,0.001567475,0.002314758,0.0005557809],"domain_scores_gemma":[0.9655402,0.02524568,0.004857067,0.001409802,0.00266829,0.0002790847],"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":[0.0008249874,0.00002920858,0.007649237,0.5957767,0.3795035,0.0001459241,0.0001277502,0.0005323087,0.0002112165,0.0002375566,0.001007538,0.01395412],"study_design_scores_gemma":[0.0003115485,0.0001504952,0.00594542,0.06617042,0.923709,0.0001235821,0.0000652462,0.0002808865,0.0001348716,0.0003336812,0.002742206,0.00003262741],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004607597,0.9905234,0.00168395,0.0003867866,0.0001872683,0.0009890785,0.001286222,0.00004137266,0.0002943864],"genre_scores_gemma":[0.1388216,0.8441327,0.007471052,0.001270655,0.0004249995,0.005628828,0.001768005,0.00005560683,0.0004264513],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02616556,"threshold_uncertainty_score":0.1383784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06382331209140339,"score_gpt":0.3510796562596188,"score_spread":0.2872563441682154,"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."}}