{"id":"W4220823716","doi":"10.1515/revneuro-2021-0146","title":"Modifying the diet and gut microbiota to prevent and manage neurodegenerative diseases","year":2022,"lang":"en","type":"review","venue":"Reviews in the Neurosciences","topic":"Protein Hydrolysis and Bioactive Peptides","field":"Biochemistry, Genetics and Molecular Biology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gut flora; Disease; Neuroinflammation; Medicine; Gut–brain axis; Population; Mechanism (biology); Neuroscience; Dementia; Biology; Bioinformatics; Immunology; Pathology; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009235824,0.0003080526,0.0006160808,0.00006128398,0.0003633839,0.0001545784,0.0008294518,0.00004791555,0.000005210435],"category_scores_gemma":[0.0003274014,0.0001422446,0.0001967811,0.0003878429,0.0002589985,0.000006635955,0.0007829886,0.0002118508,0.000001539234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009643108,"about_ca_system_score_gemma":0.00003453316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001002733,"about_ca_topic_score_gemma":0.00001522082,"domain_scores_codex":[0.9971326,0.001368508,0.0003652696,0.0007383897,0.0001625421,0.0002327205],"domain_scores_gemma":[0.9991068,0.0001093529,0.0002272129,0.0004957571,0.000006414312,0.00005441206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007619828,0.0001068934,0.00001485142,0.002198937,0.00001838415,0.000007589678,0.000111514,0.000004731548,0.002992028,0.00004349015,0.001018532,0.9934754],"study_design_scores_gemma":[0.00002264506,0.0002320489,0.00004901639,0.0004649649,0.0001171568,0.0000345411,0.00002370866,0.0000048352,0.00002524619,0.0000135832,0.9988341,0.0001780953],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001250594,0.9963454,0.00000627378,0.0002037467,0.0002057615,0.001865545,0.00005950368,0.000002802617,0.00006037122],"genre_scores_gemma":[0.0004859968,0.9975957,0.00002997277,0.0009015351,0.00009768055,0.0006330859,0.00001568156,0.0000134007,0.0002270069],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9978156,"threshold_uncertainty_score":0.5800567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06538964162206452,"score_gpt":0.3410972423301092,"score_spread":0.2757076007080447,"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."}}