{"id":"W2969740895","doi":"10.1111/gcb.14094","title":"Prediction of enteric methane production, yield, and intensity in dairy cattle using an intercontinental database","year":2018,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":324,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"DSM Nutritional Products; University of California, Davis; National Institute of Food and Agriculture; Limpopo Department of Agriculture and Rural Development; Fondo Nacional de Desarrollo Científico y Tecnológico; College of Agricultural Sciences, Pennsylvania State University; Bundesamt für Landwirtschaft; Ministerie van Economische Zaken; European Commission; Bundesministerium für Ernährung und Landwirtschaft; Diagnostic Services Manitoba; Agence Nationale de la Recherche; Department for Environment, Food and Rural Affairs, UK Government; Scottish Government; New Hampshire Agricultural Experiment Station; U.S. Department of Agriculture; FP7 Research for the Benefit of SMEs; Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria; Northeast SARE; Product Board Animal Feed; Department of Agriculture and Rural Development, Northern Ireland; Academy of Finland; University of California","keywords":"Environmental science; Production (economics); Yield (engineering); Database; Methane; Dairy cattle; Animal science; Ecology; Biology; Computer science; Materials science","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":[0.0001177205,0.00007940278,0.0001575784,0.00001586802,0.00003695537,0.000003372581,0.00007251959,0.00007521501,0.00004697067],"category_scores_gemma":[0.00005189975,0.0000338102,0.00001896836,0.0001833805,0.0002597263,0.0001299816,0.00009458428,0.0000411125,0.000002805792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002191304,"about_ca_system_score_gemma":0.000002764173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003408681,"about_ca_topic_score_gemma":0.00174669,"domain_scores_codex":[0.9993522,0.00005996333,0.0001446657,0.0002640753,0.00002890679,0.0001501631],"domain_scores_gemma":[0.9997489,0.00001395574,0.00006202637,0.00004460967,0.00008540569,0.00004504389],"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":[0.0001548307,0.0001324746,0.451139,0.000005132941,0.000003759721,6.096688e-7,0.00007605226,7.899965e-9,0.5424352,0.00004419093,0.00007397785,0.005934673],"study_design_scores_gemma":[0.0001369944,0.0009082911,0.9889616,0.00003292788,0.000005812411,0.00005039416,0.0004496516,0.00003492587,0.008377378,0.0002866849,0.0006835101,0.00007180387],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985101,0.0001296508,0.000007841581,0.0003714619,0.0004580945,0.0001407536,0.0003344722,0.00001785417,0.00002973598],"genre_scores_gemma":[0.9989854,0.00005707538,0.00005932757,0.0001450646,0.0004936302,0.000006817252,0.0002492854,3.564747e-7,0.000003080931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5378226,"threshold_uncertainty_score":0.5152929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1399012332625744,"score_gpt":0.2974295662455725,"score_spread":0.1575283329829981,"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."}}