{"id":"W4362581193","doi":"10.3390/su15076101","title":"The Bioeconomy and Food Systems Transformation","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Bioeconomy and Sustainability Development","field":"Agricultural and Biological Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Livelihood; Bioplastic; Business; Biotechnology; Food processing; Food systems; Food security; Natural resource economics; Agriculture; Production (economics); Biofuel; Sustainable production; Engineering; Economics; Political science; Biology; Ecology","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":[0.001259976,0.0003202949,0.0001872305,0.0007824394,0.002098913,0.005207352,0.0003866138,0.001151539,0.005757326],"category_scores_gemma":[0.000814457,0.0001119776,0.0001969135,0.0007922201,0.01459313,0.003851454,0.00485745,0.001832537,0.0003388429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005417537,"about_ca_system_score_gemma":0.004069977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003963978,"about_ca_topic_score_gemma":0.00618518,"domain_scores_codex":[0.9992664,0.000361561,0.00001866888,0.0001017038,0.0001026726,0.0001488549],"domain_scores_gemma":[0.9996618,0.0001068462,0.00005257046,0.00004704339,0.00004821478,0.0000835035],"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":[0.00000818188,0.00003131617,0.00111953,0.00005820468,0.00001017618,0.0001570418,0.002145023,0.000755428,0.000627897,0.9655321,0.00404697,0.02550811],"study_design_scores_gemma":[0.00000858547,0.00003583637,0.003472119,0.0001572532,0.000004317148,0.0001594514,0.007248445,0.0005564372,0.0003947021,0.7272937,0.2606579,0.00001127554],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1006479,0.02904838,0.0182646,0.1565362,0.0009821116,0.00008369873,0.000136894,0.0001180291,0.6941822],"genre_scores_gemma":[0.9641674,0.01111695,0.003256085,0.004341455,0.0002447119,0.00004837394,0.00004743433,0.00002903199,0.01674857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005757326,"threshold_uncertainty_score":0.03930718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140189347834491,"score_gpt":0.2098312934363981,"score_spread":0.1984293999580531,"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."}}