{"id":"W2794190237","doi":"","title":"Evaluation of volatile fatty acid stoichiometry models to predict enteric methane production in lactating Holstein cows","year":2011,"lang":"en","type":"article","venue":"Socio-Environmental Systems Modeling","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Consejo Superior de Investigaciones Científicas; Fundação para a Ciência e a Tecnologia; Australian Centre for International Agricultural Research; Natural Sciences and Engineering Research Council of Canada; Vlaamse regering; Commonwealth Scientific and Industrial Research Organisation; Universidad de la República Uruguay; Bijzonder Onderzoeksfonds UGent; European Commission; Ministerio de Ciencia e Innovación; Universidad Autónoma del Estado de México; Instituto Nacional de Ciência e Tecnologia de Ciência Animal; Beef Cattle Research Council; Fonds Wetenschappelijk Onderzoek; Agencia Española de Cooperación Internacional para el Desarrollo; Government of Jiangsu Province; National Research Foundation; Svenska Forskningsrådet Formas; Teagasc; University of Sydney; Australian Government; Agence Nationale de la Recherche; Agriculture and Agri-Food Canada; Junta de Andalucía; Meat and Livestock Australia; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Washington State University; Department for Environment, Food and Rural Affairs, UK Government","keywords":"Methane; Stoichiometry; Chemistry; Fatty acid; Production (economics); Dairy cattle; Methane emissions; Animal science; Food science; Biology; Biochemistry; Organic chemistry; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00119683,0.0001496108,0.0002571445,0.00005058088,0.00009185023,0.00000988934,0.000130263,0.0001002688,0.0000633555],"category_scores_gemma":[0.00003565454,0.00008073938,0.00007059128,0.000222927,0.0000431022,0.0002687662,0.0000688921,0.0001041573,0.00001402973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069398,"about_ca_system_score_gemma":0.000009452486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006911953,"about_ca_topic_score_gemma":0.0000117199,"domain_scores_codex":[0.9980471,0.0004111166,0.000434782,0.0003758356,0.0004949456,0.0002362186],"domain_scores_gemma":[0.9996213,0.00002812847,0.0001651799,0.00007175669,0.0000390731,0.00007452814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006425871,0.0002702978,0.03410315,0.00002034702,0.00001819478,5.004975e-7,0.001527586,0.03579305,0.9206774,0.00001582884,0.000007693822,0.007501669],"study_design_scores_gemma":[0.001014608,0.0008406754,0.07072503,0.0003619174,0.0001075204,0.00001181571,0.083768,0.8237189,0.01622793,0.002602576,0.00001082051,0.000610225],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973013,0.000402506,0.0009536368,0.0000379813,0.0001865945,0.0008000592,0.00004912825,0.00002568394,0.0002431218],"genre_scores_gemma":[0.9993574,0.00002625975,0.0002734042,0.00001598945,0.0000933624,0.0001384244,0.00007684881,0.00000272499,0.00001558648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9044495,"threshold_uncertainty_score":0.3292457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09770761470115903,"score_gpt":0.2564442037413631,"score_spread":0.158736589040204,"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."}}