{"id":"W4404350475","doi":"10.1007/s11625-024-01578-3","title":"Circular bioeconomy accounting tool (CBEAT): a holistic framework for agriculture and agri-food system circularity practice","year":2024,"lang":"en","type":"article","venue":"Sustainability Science","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Agriculture; Landscape ecology; Business; Sustainable development; Environmental resource management; Sustainability; Environmental planning; Accounting; Geography; Ecology; Environmental science; 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":[0.03739226,0.001411126,0.001115851,0.01108629,0.003732662,0.02036895,0.004561554,0.00378474,0.008099731],"category_scores_gemma":[0.06216113,0.0009483344,0.001453187,0.009576222,0.00700996,0.019283,0.009485933,0.004730416,0.001524921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007135076,"about_ca_system_score_gemma":0.03091039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01346716,"about_ca_topic_score_gemma":0.01456733,"domain_scores_codex":[0.9801168,0.01014358,0.001840526,0.001062578,0.005772211,0.001064244],"domain_scores_gemma":[0.9580379,0.01811,0.003728131,0.007689021,0.01016644,0.00226843],"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":[0.00001661895,0.00006759719,0.001177695,0.0001643978,0.0000293622,0.00008511057,0.0008388981,0.005979389,0.0001996326,0.9174905,0.01088309,0.06306768],"study_design_scores_gemma":[0.00002109995,0.00007667707,0.001183119,0.0009290685,0.00005102764,0.0002877153,0.002231466,0.05383644,0.00122302,0.7723994,0.1676107,0.0001502049],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00809954,0.0007466949,0.895797,0.015713,0.0006354371,0.0007162695,0.00131203,0.002309427,0.07467071],"genre_scores_gemma":[0.1414772,0.0008206803,0.8458734,0.0009740756,0.0002316679,0.0007362114,0.001107995,0.000485202,0.008293658],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03739226,"threshold_uncertainty_score":0.1977515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01510968424588815,"score_gpt":0.2640512405024066,"score_spread":0.2489415562565184,"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."}}