{"id":"W4414378502","doi":"10.1093/af/vfaf039","title":"Applying insights from metrics on circular livestock bioeconomy systems","year":2025,"lang":"en","type":"article","venue":"Animal Frontiers","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Livestock; Animal health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.008041772,0.001777731,0.001099666,0.005880949,0.001460744,0.006910828,0.001468482,0.001775919,0.003980368],"category_scores_gemma":[0.03235153,0.0005345754,0.001322787,0.005312888,0.00643028,0.0120619,0.005597219,0.002965053,0.0005213743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005335008,"about_ca_system_score_gemma":0.002591616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006211127,"about_ca_topic_score_gemma":0.004651982,"domain_scores_codex":[0.992816,0.003812018,0.0005452806,0.000828747,0.001630231,0.0003677985],"domain_scores_gemma":[0.9771449,0.01249355,0.003843841,0.002397624,0.003199093,0.000920947],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002718378,0.00005375398,0.01068726,0.0003950895,0.00009468602,0.0002710549,0.001832886,0.04679192,0.0007286621,0.8887867,0.003280886,0.04704995],"study_design_scores_gemma":[0.000006580738,0.00006560934,0.005003194,0.0002540047,0.00002805556,0.0001659721,0.001183809,0.04203508,0.0004280309,0.9207984,0.02998427,0.00004687167],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06510199,0.00808134,0.834067,0.01250783,0.0005846186,0.0003593137,0.00165988,0.0004077367,0.07723031],"genre_scores_gemma":[0.705151,0.005810766,0.2822231,0.0009918639,0.0004502276,0.0005173042,0.001145834,0.000291971,0.003417883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008041772,"threshold_uncertainty_score":0.04252946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006608701022966858,"score_gpt":0.2028218109772832,"score_spread":0.1962131099543163,"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."}}