{"id":"W4412076619","doi":"10.1016/j.clnu.2025.06.021","title":"The impact of dietary fiber consumption on human health: An umbrella review of evidence from 17,155,277 individuals","year":2025,"lang":"en","type":"article","venue":"Clinical Nutrition","topic":"Food composition and properties","field":"Nursing","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Hospital","funders":"King Saud University","keywords":"Medicine; Observational study; Disease; Environmental health; Diverticular disease; Pancreatic cancer; Internal medicine; Gerontology; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006833492,0.0007763333,0.001754171,0.004539839,0.0003512838,0.001950609,0.0005867539,0.0008460762,0.001192699],"category_scores_gemma":[0.01616216,0.0004886788,0.002159738,0.005374964,0.0006824788,0.0009301185,0.001096085,0.0006599809,0.0001795913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008630563,"about_ca_system_score_gemma":0.002905116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007873383,"about_ca_topic_score_gemma":0.02477521,"domain_scores_codex":[0.9974723,0.0007625544,0.0008358234,0.0003181117,0.0005281183,0.00008312902],"domain_scores_gemma":[0.9851508,0.01152016,0.002128547,0.0002047548,0.0008781543,0.0001175347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.002155485,0.0001466276,0.06127376,0.3762983,0.03370288,0.0003684737,0.0009130604,0.0002394211,0.001299078,0.0007422023,0.004759661,0.5181011],"study_design_scores_gemma":[0.000534412,0.001872448,0.2949894,0.4256902,0.1672058,0.001598047,0.002222891,0.000153871,0.001902251,0.001269278,0.1023954,0.0001660962],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005770242,0.9930194,0.0000710997,0.0002319456,0.00003594831,0.00002108171,0.0003547396,0.000002079692,0.0004934022],"genre_scores_gemma":[0.03193228,0.9667534,0.0003704889,0.0004663347,0.00006028523,0.00002670558,0.000297706,0.000003105718,0.00008968436],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007873383,"threshold_uncertainty_score":0.03613943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4414808363865382,"score_gpt":0.5393384531003083,"score_spread":0.09785761671377008,"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."}}