{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001142927,0.00009545731,0.0001039738,0.00000968713,0.0006698527,0.000161746,0.0001401326,0.00006767373,0.00001231155],"category_scores_gemma":[0.0001586038,0.00003152882,0.00004405852,0.0002660426,0.0001689516,0.0001560668,0.00005913179,0.00007883454,0.00001212547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036269,"about_ca_system_score_gemma":0.00005265591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001418883,"about_ca_topic_score_gemma":0.0002748621,"domain_scores_codex":[0.9990279,0.0001041513,0.0002355592,0.000218306,0.00008191864,0.0003321687],"domain_scores_gemma":[0.9992667,0.0003511644,0.00003765482,0.00007241182,0.0001976137,0.0000744864],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00005076832,0.00005392369,0.08428934,0.0002723428,0.00003732988,0.000002110228,0.001742147,0.00002977013,0.00007772521,0.1514751,0.001057246,0.7609122],"study_design_scores_gemma":[0.00009288032,0.0001603822,0.4818644,0.000002263589,0.000003335665,0.000002568987,0.02186764,0.000261183,0.00004334249,0.0319002,0.4636573,0.0001445382],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9741907,0.0001659108,0.000007052076,0.02425415,0.0001082514,0.0007055085,0.00001147725,0.0001349945,0.0004220003],"genre_scores_gemma":[0.9993328,0.00005171405,0.000001889683,0.0000578564,0.00004382429,0.0001388185,0.00001847935,4.440537e-7,0.0003540998],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7607676,"threshold_uncertainty_score":0.5152034,"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."}}