{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001154257,0.0001999142,0.000195102,0.000009490658,0.00007806018,0.00003488616,0.00008344067,0.000105565,0.0000689627],"category_scores_gemma":[0.0001841039,0.0001508414,0.00003603464,0.0008743111,0.00005228934,0.0002004041,0.000115593,0.0002062151,0.00001589315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018818,"about_ca_system_score_gemma":0.00001039669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008901241,"about_ca_topic_score_gemma":0.0008243389,"domain_scores_codex":[0.9988782,0.00002123172,0.0001845725,0.0004567438,0.0001731738,0.0002860306],"domain_scores_gemma":[0.9996523,0.00002333203,0.00004208772,0.0001710514,0.00001943593,0.00009177809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00005166863,0.0008783033,0.2311877,0.001027589,0.0001280998,0.00009363315,0.001691738,0.3193035,0.127652,0.006143337,0.3093906,0.002451848],"study_design_scores_gemma":[0.0003025982,0.00002474899,0.9327886,0.0001502159,0.00003665085,0.0001372456,0.0006866559,0.00009164053,0.004118639,0.0005206818,0.06070127,0.0004410796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722263,0.009631631,0.0005786049,0.005031828,0.0001474827,0.001308102,0.00001594702,0.0002372525,0.0108229],"genre_scores_gemma":[0.9894989,0.005000426,0.00219891,0.001790869,0.00009929704,0.000118937,0.0000652225,0.00001504932,0.001212375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7016008,"threshold_uncertainty_score":0.6151136,"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."}}