{"id":"W4414378500","doi":"10.1093/af/vfaf028","title":"Circular bioeconomy: animal by-products from livestock carcass processing","year":2025,"lang":"en","type":"article","venue":"Animal Frontiers","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livestock; Animal production; Animal health; Meat packing industry; Animal model","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001297488,0.0002656518,0.0002538364,0.0000313716,0.0002894829,0.00008841795,0.000349772,0.0001401178,0.0006025581],"category_scores_gemma":[0.0000460897,0.0002364146,0.00008640943,0.0003070481,0.0004092004,0.0006080773,0.0002533917,0.0002118543,0.0002426294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007997656,"about_ca_system_score_gemma":0.00003477974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001592604,"about_ca_topic_score_gemma":0.00001677984,"domain_scores_codex":[0.9983094,0.00005588614,0.0002434891,0.0007020817,0.0002013813,0.0004877567],"domain_scores_gemma":[0.9994826,0.00001321564,0.00007907276,0.0002680994,0.000007275991,0.0001497937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002504936,0.0003165396,0.4262763,0.0000521759,0.00009512358,0.00002571101,0.00114278,0.0001194563,0.1374405,0.0000350134,0.4180897,0.01615623],"study_design_scores_gemma":[0.0005221474,0.0003069826,0.7615764,0.00002127312,0.0001066048,0.000004096139,0.004179738,0.0006200047,0.01721552,0.0010849,0.213738,0.0006243022],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856729,0.001792274,0.001119941,0.002548477,0.0001527859,0.000356672,0.00003100032,0.00008166354,0.008244267],"genre_scores_gemma":[0.9950633,0.00002544451,0.002102684,0.0007101343,0.00005675062,0.00002276614,0.00004700623,0.00001620682,0.001955714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3353001,"threshold_uncertainty_score":0.9640708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004519401970857291,"score_gpt":0.2033242059728649,"score_spread":0.1988048040020076,"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."}}