{"id":"W4210803882","doi":"10.3390/metabo12020142","title":"Modulation of Fecal Metabolites by Heat Stress and Diet, and Their Association with Inflammation and Leaky Gut Markers in Dairy Cows","year":2022,"lang":"en","type":"article","venue":"Metabolites","topic":"Effects of Environmental Stressors on Livestock","field":"Agricultural and Biological Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Recherche en Sciences Animales de Deschambault; Université Laval","funders":"Agriculture and Agri-Food Canada; Mitacs; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","keywords":"Metabolite; Feces; Chemistry; Latin square; Animal science; Vitamin; Heat stress; Vitamin D and neurology; Heat index; Vitamin E; Urine; Endocrinology; Food science; Biology; Biochemistry; Fermentation; Antioxidant; Rumen","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":[0.0003178889,0.0001243174,0.000217173,0.0000212347,0.0001339916,0.00003521102,0.00005591008,0.00004269486,0.00003510584],"category_scores_gemma":[0.00004700953,0.0000558619,0.00001851681,0.0001445558,0.00007019701,0.0002305526,0.0001048182,0.00009615052,1.605787e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002698172,"about_ca_system_score_gemma":0.000001624715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004766268,"about_ca_topic_score_gemma":0.0002082514,"domain_scores_codex":[0.9990512,0.0002213309,0.0001684344,0.0002265792,0.000185636,0.0001467786],"domain_scores_gemma":[0.9994604,0.0003391362,0.0001080186,0.00003420813,0.00001178963,0.00004645262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008622908,0.00003651623,0.556502,0.00001271637,0.0000178085,1.943377e-7,0.0001534418,0.00006632208,0.431944,0.00005979677,0.0000139033,0.01110709],"study_design_scores_gemma":[0.0003087993,0.0002872635,0.977954,0.00001164379,0.00001820031,0.000001032197,0.0006402885,0.0006075112,0.0188601,0.0002036106,0.0009937028,0.0001138215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946334,0.004425813,0.000001328359,0.0003605365,0.0000166305,0.000275915,0.0002134708,0.00001236784,0.00006054665],"genre_scores_gemma":[0.9993354,0.0003103357,0.00006822509,0.0000214354,0.0000250464,0.00004071249,0.0001334741,0.000001535023,0.00006385525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.421452,"threshold_uncertainty_score":0.2277982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005448396153484914,"score_gpt":0.1826579488773848,"score_spread":0.1772095527238998,"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."}}