{"id":"W4297882717","doi":"10.1093/jas/skac247.023","title":"22 Sustainable Livestock Breeding: Challenges and Opportunities","year":2022,"lang":"en","type":"article","venue":"Journal of Animal Science","topic":"Animal Genetics and Reproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Livestock; Sustainability; Biotechnology; Context (archaeology); Emerging technologies; License; Business; Heritability; Animal breeding; Biology; Natural resource economics; Computer science; Ecology; Economics; Evolutionary biology","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":[0.006019863,0.0005180323,0.0005568916,0.000934601,0.001106167,0.006135114,0.001106323,0.003362053,0.009992698],"category_scores_gemma":[0.002445082,0.0001867014,0.0004213493,0.001098056,0.003571225,0.00396893,0.002920474,0.002093906,0.002131822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440242,"about_ca_system_score_gemma":0.004254888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001004864,"about_ca_topic_score_gemma":0.00194642,"domain_scores_codex":[0.9981517,0.0008830916,0.0000924302,0.000161643,0.0005026567,0.0002084073],"domain_scores_gemma":[0.9964108,0.001574653,0.0003037926,0.0001880533,0.00107451,0.0004481366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005033332,0.0001152426,0.002014691,0.003483641,0.00005484146,0.001014031,0.000899424,0.002243985,0.005208121,0.2355354,0.07832196,0.6710584],"study_design_scores_gemma":[0.000007511075,0.0001209866,0.001508569,0.002494412,0.0000200806,0.0008499232,0.002992806,0.000875822,0.001012874,0.1279536,0.8621226,0.00004070708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0109288,0.5894382,0.02345879,0.2777511,0.004655626,0.00006662541,0.0002202873,0.0002273177,0.09325329],"genre_scores_gemma":[0.1808343,0.7157807,0.03473649,0.03154141,0.006984382,0.0001675785,0.0003381036,0.0001073772,0.02950969],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009992698,"threshold_uncertainty_score":0.03342885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04566603063286975,"score_gpt":0.2669410060663586,"score_spread":0.2212749754334889,"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."}}