{"id":"W3184068104","doi":"10.1080/19490976.2021.1926842","title":"Resistant starch, microbiome, and precision modulation","year":2021,"lang":"en","type":"review","venue":"Gut Microbes","topic":"Food composition and properties","field":"Nursing","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"W. Garfield Weston Foundation; Ontario Ministry of Economic Development and Innovation","keywords":"Microbiome; Resistant starch; Biology; Gut microbiome; Starch; Phenotype; Biotechnology; Computational biology; Bioinformatics; Food science; Genetics; Gene","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000172673,0.0003363469,0.0009170384,0.0002377983,0.0001821076,0.0002144146,0.000162029,0.0002539695,0.00009889573],"category_scores_gemma":[0.00003119186,0.0002737022,0.0002337223,0.0002428328,0.00007460766,0.00009441378,0.0001466068,0.0002553144,0.00006893466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001128845,"about_ca_system_score_gemma":0.00005463329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003862421,"about_ca_topic_score_gemma":0.00001862482,"domain_scores_codex":[0.9983178,0.0003408857,0.0005047694,0.0004793357,0.0001198007,0.00023743],"domain_scores_gemma":[0.999199,0.0001078463,0.0001774399,0.0003679723,0.00008458448,0.000063132],"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":[0.0001358485,0.00003120456,2.382961e-7,0.006179405,0.00005147144,0.00000612717,0.0001725354,3.918566e-7,0.006028857,0.00001138808,0.003063047,0.9843195],"study_design_scores_gemma":[0.0001296363,0.0003387771,0.000003844204,0.01688866,0.0002098555,0.00008538818,0.00001995314,0.000004100153,0.0002532227,0.00003055974,0.9817154,0.0003206299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002470459,0.9981087,0.000008877064,0.0001143737,0.0006177963,0.0004331138,0.0001171263,0.00007334564,0.0002795486],"genre_scores_gemma":[0.000301002,0.9969122,0.00149688,0.00008220812,0.0001309063,0.00001894229,0.0005182757,0.00006025868,0.0004793238],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9839988,"threshold_uncertainty_score":0.9999715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04678595937141222,"score_gpt":0.3132405471513016,"score_spread":0.2664545877798893,"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."}}