{"id":"W4382919248","doi":"10.1111/obr.13598","title":"Dietary pulses as a means to improve the gut microbiome, inflammation, and appetite control in obesity","year":2023,"lang":"en","type":"review","venue":"Obesity Reviews","topic":"Diet and metabolism studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Appetite; Obesity; Gut microbiome; Microbiome; Medicine; Inflammation; Gut flora; Internal medicine; Bioinformatics; Biology; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002011384,0.0006648299,0.004447214,0.0002949641,0.0001724276,0.00006315253,0.0003212937,0.000237904,0.00003686618],"category_scores_gemma":[0.001104576,0.0003811874,0.0006881448,0.0009349988,0.0001286095,0.00008529983,0.0003138084,0.0005476899,0.001767803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009414267,"about_ca_system_score_gemma":0.0001785171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001480005,"about_ca_topic_score_gemma":0.0004932809,"domain_scores_codex":[0.9967436,0.0004868488,0.001348955,0.0006841046,0.0002479726,0.0004884886],"domain_scores_gemma":[0.9981264,0.000272395,0.000464284,0.0008209016,0.0001121884,0.0002038571],"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":[0.00001515723,0.00008584482,0.000305544,0.04768032,0.0002802465,0.00002893019,0.0003308827,2.512861e-8,0.00005165238,0.00007547823,0.008279506,0.9428664],"study_design_scores_gemma":[0.0004332462,0.00007513788,0.001798129,0.02932565,0.002270316,0.00002112429,0.00002651657,5.709122e-7,0.000001274135,0.00004244388,0.9656672,0.0003383801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002113766,0.9895707,0.000006123529,0.0008204094,0.0004440068,0.007522493,0.00008101456,0.00006473394,0.001279133],"genre_scores_gemma":[0.000005078989,0.9923257,0.0001232556,0.000662625,0.0005936617,0.0008434156,0.00008384401,0.00006008181,0.005302302],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9573877,"threshold_uncertainty_score":0.999864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04630009504755837,"score_gpt":0.3359040762240147,"score_spread":0.2896039811764564,"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."}}