{"id":"W4415781923","doi":"10.3389/fnut.2025.1657100","title":"A systematic review of prospective evidence linking non-alcoholic fermented food consumption with lower mortality risk","year":2025,"lang":"en","type":"review","venue":"Frontiers in Nutrition","topic":"Nutritional Studies and Diet","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut National de Recherche pour l'Agriculture, l'Alimentation et l'Environnement","keywords":"Systematic review; Protocol (science); Consumption (sociology); Risk assessment; MEDLINE; Food consumption","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":[0.008586561,0.001423392,0.006895014,0.008164408,0.0006053454,0.002441904,0.001609608,0.001654799,0.005082248],"category_scores_gemma":[0.05669275,0.0009294916,0.00872493,0.01009396,0.0009349407,0.001850444,0.001416188,0.001018484,0.0004140153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00322162,"about_ca_system_score_gemma":0.01181183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01105072,"about_ca_topic_score_gemma":0.03045308,"domain_scores_codex":[0.9908354,0.002906063,0.003916703,0.0007627673,0.001337582,0.0002414585],"domain_scores_gemma":[0.9619141,0.02693997,0.00723271,0.0006608821,0.002977051,0.0002753624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001825769,0.000009014328,0.001176785,0.973415,0.009688333,0.00008493416,0.0001316506,0.00006356302,0.0001024262,0.0001256084,0.0008487044,0.01417138],"study_design_scores_gemma":[0.0002355261,0.0001796519,0.007878298,0.8636859,0.1135505,0.0003234247,0.0001907524,0.0000600417,0.0001781165,0.0003057159,0.01337687,0.00003527647],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002048484,0.9956189,0.000222677,0.0002691249,0.0001379563,0.0003684905,0.0009855962,0.00001024774,0.000338438],"genre_scores_gemma":[0.02469441,0.9720345,0.0007745865,0.0008320675,0.00008928126,0.0007643571,0.0006208661,0.000008183034,0.0001817881],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01105072,"threshold_uncertainty_score":0.04541057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0356443116565518,"score_gpt":0.3426718101121483,"score_spread":0.3070274984555965,"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."}}