{"id":"W3202008421","doi":"10.13031/aea.14621","title":"Review: Dairy Farm Electricity Use, Conservation, and Renewable Production—A Global Perspective","year":2021,"lang":"en","type":"article","venue":"Applied Engineering in Agriculture","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Wood Council; Canadian Animal Health Institute; University of Windsor; Agriculture and Agri-Food Canada","funders":"","keywords":"Electricity; Renewable energy; Agricultural science; Environmental science; Milking; Automatic milking; Pasture; Barn; Agricultural economics; Business; Engineering; Geography; Economics; Biology; Forestry; Civil engineering; Electrical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001123771,0.001050729,0.00313161,0.006314831,0.0003362274,0.002076895,0.001076481,0.001267161,0.005732521],"category_scores_gemma":[0.003511659,0.0004667918,0.00173286,0.01019645,0.000414298,0.001519573,0.0008092656,0.0009531775,0.0008397015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222792,"about_ca_system_score_gemma":0.003517365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006196918,"about_ca_topic_score_gemma":0.008517909,"domain_scores_codex":[0.9991624,0.0001934263,0.0002503473,0.0001283075,0.0002179172,0.00004747806],"domain_scores_gemma":[0.9965631,0.002105063,0.0006722487,0.00004200248,0.0005414906,0.00007600824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001231131,0.00003523535,0.0006397922,0.5248641,0.001410941,0.0002162723,0.0002071333,0.0005020074,0.000559086,0.001680666,0.04116722,0.4285945],"study_design_scores_gemma":[0.00004650813,0.0001632124,0.006290616,0.2686019,0.004276812,0.001087623,0.0004531995,0.0001640571,0.0002761889,0.001382257,0.7171975,0.0000600267],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000143362,0.9990011,0.00003742886,0.0002201665,0.0001547444,0.000008067846,0.0001041521,0.000003863103,0.0003271202],"genre_scores_gemma":[0.0009169746,0.9985765,0.00005555127,0.000171401,0.00009312683,0.000007852867,0.00007450516,0.000001130954,0.0001029143],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006314831,"threshold_uncertainty_score":0.01917714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005069963179961974,"score_gpt":0.1958267140045024,"score_spread":0.1907567508245404,"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."}}