{"id":"W4377824397","doi":"10.47328/ufvbbt.2023.033","title":"Metabolic responses, performance, mammary gland development and gene expression in liver and muscle of Holstein × Gyr crossbred heifers grazing intensively-managed brachiaria decumbens supplemented with varied crude protein and association of housing and management practices with milk yield, milk composition, and fatty acid profile, predicted using fourier-transform mid-infrared spectroscopy, in farms with automated milking systems","year":2022,"lang":"en","type":"dissertation","venue":"","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada; Instituto Nacional de Ciência e Tecnologia de Ciência Animal; Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Universidade Federal de Viçosa; Dairy Farmers of Ontario; Dairy Farmers of Canada","keywords":"Brachiaria; Dry matter; Crossbreed; Animal science; Grazing; Urea; Biology; Endocrinology; Excretion; Internal medicine; Mammary gland; Forage; Biochemistry; Agronomy; Medicine","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0001636497,0.0002195515,0.0002359907,0.0002314813,0.0002004438,0.00019261,0.00009779035,0.0001522292,0.0004980111],"category_scores_gemma":[0.0001479077,0.0002018925,0.0001300492,0.0001542192,0.0002639651,0.0001281365,0.0001404978,0.000237711,0.0001242037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003246524,"about_ca_system_score_gemma":0.0002021049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005456182,"about_ca_topic_score_gemma":0.01481416,"domain_scores_codex":[0.9998739,0.00002419374,0.000008126772,0.00004388852,0.0000183512,0.00003158526],"domain_scores_gemma":[0.9997719,0.00002716672,0.00006689093,0.00001437478,0.00002873491,0.0000910016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008056621,0.0005761224,0.07627589,0.00005706937,0.00005288281,0.00009757707,0.0004893451,0.000123246,0.9099002,0.00001896083,0.00005052657,0.004301473],"study_design_scores_gemma":[0.00005376319,0.003629646,0.9649618,0.000004680317,0.00005824819,0.00006798158,0.000370215,0.00041108,0.03017533,0.00001299892,0.0002459355,0.000008320158],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9999077,0.00002230059,0.00002281146,0.000002225507,3.713465e-7,0.000001378552,0.00002137536,5.287001e-7,0.00002120523],"genre_scores_gemma":[0.9981961,0.00006523239,0.0002690524,0.00001676267,0.000002023104,0.00001617224,0.0001952856,0.000002207507,0.001237146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005456182,"threshold_uncertainty_score":0.01084882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01439419441795356,"score_gpt":0.237420642580672,"score_spread":0.2230264481627185,"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."}}