{"id":"W2598134710","doi":"10.3390/ani7030026","title":"A Review of Sustainability Enhancements in the Beef Value Chain: State-of-the-Art and Recommendations for Future Improvements","year":2017,"lang":"en","type":"review","venue":"Animals","topic":"Food Supply Chain Traceability","field":"Agricultural and Biological Sciences","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; University of Alberta; Agriculture and Agri-Food Canada","funders":"Beef Cattle Research Council; Agriculture and Agri-Food Canada; Mitacs","keywords":"Sustainability; Context (archaeology); Stakeholder engagement; Business; Beef industry; Stakeholder; Order (exchange); Sustainable development; Sustainable Value; Environmental resource management; Political science; Public relations; Geography; Economics; Agricultural economics; Finance","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002425194,0.0002300108,0.0009676567,0.00001065027,0.0001742991,0.00002540944,0.000796781,0.0001081527,0.00003943621],"category_scores_gemma":[0.0006539104,0.00006766135,0.0003718459,0.000229535,0.0001383986,0.00006935808,0.0001842216,0.0001854269,7.407954e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006532973,"about_ca_system_score_gemma":0.00007410492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001101132,"about_ca_topic_score_gemma":0.0003095555,"domain_scores_codex":[0.997889,0.0005124647,0.0007994192,0.0003727131,0.0001865312,0.000239892],"domain_scores_gemma":[0.9980798,0.0005534084,0.0008315723,0.0003098919,0.0001939304,0.0000313709],"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":[0.000005276623,0.0001033233,0.00007748073,0.03800007,0.00002500703,9.405221e-8,0.00005967871,4.164947e-9,0.000008470621,0.0000771682,0.00134338,0.9603],"study_design_scores_gemma":[0.00006418872,0.0002943774,0.001387882,0.01092852,0.000107008,9.370959e-7,0.0001217379,2.904736e-7,0.000008225361,0.001520486,0.9854444,0.0001219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001161722,0.987116,4.991936e-7,0.005470993,0.0001055885,0.005436914,0.0006556918,0.000004497429,0.00004802788],"genre_scores_gemma":[0.001204222,0.9976427,0.00004260914,0.0002234959,0.00006903296,0.0006272045,0.0001113028,0.000001743616,0.00007768731],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9841011,"threshold_uncertainty_score":0.275915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06735973289043655,"score_gpt":0.3643606598819987,"score_spread":0.2970009269915622,"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."}}