{"id":"W4281708496","doi":"10.18331/brj2022.9.2.5","title":"The imbalance of food and biofuel markets amid Ukraine-Russia crisis: A systems thinking perspective","year":2022,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Environmental and Biological Research in Conflict Zones","field":"Environmental Science","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Biofuel; Food systems; Natural resource economics; Business; Economics; Food security; Agriculture; Economic policy; Geography; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007158094,0.000159101,0.0002005651,0.0001001916,0.002807133,0.0002572167,0.00108173,0.00006350553,0.0007896626],"category_scores_gemma":[0.0006702378,0.00009231961,0.0001001181,0.0005120117,0.001376833,0.0001657339,0.002185563,0.001427529,0.00003001393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006456038,"about_ca_system_score_gemma":0.00005528394,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003135326,"about_ca_topic_score_gemma":0.0000260301,"domain_scores_codex":[0.9946922,0.001415565,0.0003606848,0.0003906178,0.002307635,0.0008332692],"domain_scores_gemma":[0.9984024,0.0007630046,0.0001607848,0.0002907297,0.00005540311,0.0003276623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0057194,0.002870356,0.4219779,0.0003395292,0.001079376,0.001001413,0.01399967,0.0003479235,0.3711751,0.04312616,0.05268824,0.08567489],"study_design_scores_gemma":[0.00282207,0.008889166,0.4124566,0.0001539354,0.00003334086,0.001922263,0.09967507,0.001519761,0.004019605,0.1314112,0.3360939,0.001003053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715611,0.01354716,0.00002940746,0.006188243,0.0001975902,0.000536003,0.00005892368,0.00001754704,0.00786401],"genre_scores_gemma":[0.9928743,0.005899205,0.0001114197,0.00008567995,0.0001148983,0.00007638955,0.000001177248,0.00001349104,0.0008234754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3671555,"threshold_uncertainty_score":0.998491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04465322051686871,"score_gpt":0.3242611537693009,"score_spread":0.2796079332524322,"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."}}