{"id":"W3115866586","doi":"10.1016/j.jclepro.2020.125585","title":"Proposing a framework for sustainable feed formulation for laying hens: A systematic review of recent developments and future directions","year":2020,"lang":"en","type":"review","venue":"Journal of Cleaner Production","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Life-cycle assessment; Sustainability; Supply chain; Production (economics); Goal programming; Environmental impact assessment; Resource (disambiguation); Livestock; Multiple-criteria decision analysis; Resource efficiency; Environmental economics; Computer science; Engineering; Risk analysis (engineering); Operations research; Business; Economics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.025943,0.002311698,0.006594178,0.01159662,0.000878483,0.006272158,0.003386837,0.003504609,0.003432836],"category_scores_gemma":[0.03478466,0.001069536,0.005825701,0.008449385,0.002118574,0.006263298,0.003132384,0.003437852,0.0004923813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005264812,"about_ca_system_score_gemma":0.03381968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01305482,"about_ca_topic_score_gemma":0.03748981,"domain_scores_codex":[0.991131,0.003681664,0.002322647,0.0007141459,0.00184088,0.0003096349],"domain_scores_gemma":[0.9768649,0.01681411,0.00335264,0.0003352119,0.002321978,0.000311177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000117502,0.0001034119,0.0007566633,0.6443519,0.003265784,0.000176558,0.000848786,0.001105582,0.0005256677,0.0116895,0.006574789,0.3304838],"study_design_scores_gemma":[0.0001616514,0.0002769664,0.001969527,0.7893416,0.01370281,0.0003129137,0.001384927,0.0006199126,0.0003722183,0.009727083,0.1820236,0.0001067973],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002708267,0.9959131,0.00117745,0.001720553,0.0001804611,0.000233077,0.0001177867,0.00001155475,0.0003750993],"genre_scores_gemma":[0.004996492,0.9850807,0.007912986,0.001313535,0.00009141052,0.0003389019,0.0001156408,0.000005451986,0.0001448969],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.025943,"threshold_uncertainty_score":0.1372013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02338888864543133,"score_gpt":0.3044442683956883,"score_spread":0.281055379750257,"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."}}