{"id":"W3186635496","doi":"10.19103/as.2020.0077.05","title":"The contribution of animal breeding to reducing the environmental impact of livestock production","year":2021,"lang":"en","type":"book-chapter","venue":"Burleigh Dodds series in agricultural science","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hendrix Genetics (Canada)","funders":"","keywords":"Greenhouse gas; Livestock; Environmental science; Animal production; Production (economics); Animal feed; Animal breeding; Environmental impact assessment; Dairy cattle; Animal science; Biology; Ecology","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":[0.0002690751,0.0003154664,0.0002298963,0.0004240205,0.0001710374,0.001317744,0.000392119,0.0003749813,0.008503874],"category_scores_gemma":[0.0003110879,0.0001349071,0.0001532824,0.0008613073,0.0003504535,0.0006712382,0.0004322224,0.0004685542,0.002456599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006197412,"about_ca_system_score_gemma":0.0006976341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002458087,"about_ca_topic_score_gemma":0.004926483,"domain_scores_codex":[0.9998485,0.00002895402,0.000003410809,0.00002584569,0.00008324404,0.00001005685],"domain_scores_gemma":[0.9998637,0.0000795452,0.00001104835,0.000009460466,0.00002754268,0.000008567335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003594279,0.00005030461,0.00206726,0.001029591,0.00002926361,0.0001101024,0.0003121636,0.004934088,0.01220627,0.03913664,0.03772167,0.9023669],"study_design_scores_gemma":[0.000004235432,0.00009673949,0.008125561,0.0005069705,0.00002802133,0.0002953734,0.0002089631,0.001530901,0.003529772,0.01671367,0.9689426,0.00001725921],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04340453,0.3210126,0.02747003,0.006483817,0.001924495,0.00008032734,0.0007577176,0.0003439876,0.5985224],"genre_scores_gemma":[0.1420728,0.3441715,0.0373717,0.001863118,0.001407847,0.00007288955,0.0009162116,0.0002965771,0.4718274],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008503874,"threshold_uncertainty_score":0.02844834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007307627929923383,"score_gpt":0.2244259148818933,"score_spread":0.2171182869519699,"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."}}