{"id":"W4408747343","doi":"10.1016/j.nexus.2025.100404","title":"Considering the role of the energy grid mix on indirect water use in dairy barns","year":2025,"lang":"en","type":"article","venue":"Energy Nexus","topic":"Water-Energy-Food Nexus Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Windsor","funders":"Agriculture and Agri-Food Canada; Ministry of Agriculture - Saskatchewan","keywords":"Energy mix; Environmental science; Business; Waste management; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004034323,0.0002098851,0.0002300516,0.0006669864,0.0006244997,0.001629646,0.000364879,0.0002422502,0.003429575],"category_scores_gemma":[0.001481398,0.0001220647,0.0004225669,0.001362255,0.0002965729,0.0008639485,0.0006365688,0.0004003579,0.0001646132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005410607,"about_ca_system_score_gemma":0.003505297,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7104868,"about_ca_topic_score_gemma":0.8514479,"domain_scores_codex":[0.9995567,0.00008723893,0.0000161748,0.00006227464,0.0001273308,0.000150219],"domain_scores_gemma":[0.9991617,0.0002219611,0.0001033549,0.00002039148,0.0004058906,0.0000865926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001742435,0.0001230768,0.9217793,0.0002867263,0.0002434895,0.001438743,0.00155488,0.02847339,0.003007171,0.005467747,0.002954059,0.03449726],"study_design_scores_gemma":[0.00001201891,0.00006733283,0.9068587,0.000178374,0.0001851382,0.000202604,0.01606844,0.05047183,0.002265223,0.002431143,0.02121365,0.00004559353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9817865,0.0005111728,0.001606681,0.0007187956,0.00001682974,0.00004214628,0.001271104,0.00002330428,0.01402346],"genre_scores_gemma":[0.9965159,0.0002109777,0.000812198,0.00004912776,0.000003796569,0.000008083567,0.0003877647,0.00001184902,0.002000408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7104868,"threshold_uncertainty_score":0.5824364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00972675170217635,"score_gpt":0.1875153245425258,"score_spread":0.1777885728403494,"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."}}