{"id":"W4412552071","doi":"10.37275/bsm.v9i9.1391","title":"The Bidirectional Relationship Between Obstructive Sleep Apnea and Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD): A Systematic Review and Meta-Analysis of Longitudinal Studies","year":2025,"lang":"en","type":"review","venue":"Bioscientia Medicina Journal of Biomedicine and Translational Research","topic":"Liver Disease Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meta-analysis; Obstructive sleep apnea; Medicine; Disease; Fatty liver; Internal medicine; Systematic review; MEDLINE; 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":[0.02691189,0.002875545,0.01771621,0.0109932,0.0009320159,0.004218161,0.002611677,0.002481805,0.003274985],"category_scores_gemma":[0.0668695,0.001752137,0.03571091,0.0106704,0.0009053106,0.002185239,0.002151761,0.002007741,0.0003092088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003318521,"about_ca_system_score_gemma":0.007067271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008104874,"about_ca_topic_score_gemma":0.0193943,"domain_scores_codex":[0.981904,0.008179485,0.006285472,0.001573024,0.001574811,0.0004831975],"domain_scores_gemma":[0.9368328,0.04893224,0.008414761,0.00169887,0.003599778,0.0005215111],"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":[0.0008353183,0.00002015666,0.007155061,0.5017911,0.4784406,0.000153681,0.0001583118,0.0003485446,0.0001791498,0.0001605097,0.000571359,0.01018633],"study_design_scores_gemma":[0.0002086665,0.0001318382,0.004872904,0.06582148,0.9265297,0.0001263653,0.00007851799,0.0001437804,0.00009877417,0.000215233,0.001744712,0.00002801199],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003497849,0.9944386,0.000564857,0.0002815423,0.0001239191,0.0002689014,0.0006305872,0.00002120491,0.0001725711],"genre_scores_gemma":[0.1287135,0.863088,0.003521929,0.001081018,0.0003001481,0.001799726,0.001205727,0.00004000455,0.0002499932],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02691189,"threshold_uncertainty_score":0.1423254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2339077132785873,"score_gpt":0.4480453530007661,"score_spread":0.2141376397221788,"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."}}