{"id":"W6981907512","doi":"","title":"Forecasting the Competitiveness of Major Wheat ExportersAmidst the Russia and Ukraine Crisis","year":2024,"lang":"en","type":"article","venue":"Unimas Institutional Repository (Universiti Malaysia Sarawak)","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Malaysia Sarawak","keywords":"Production (economics); Food security; Autoregressive integrated moving average; Comparative advantage; Food processing; Revealed comparative advantage","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001177205,0.0001284794,0.0001604698,0.00007382031,0.002370722,0.0001403381,0.0003140978,0.0001015652,0.0001815945],"category_scores_gemma":[0.000128629,0.00008528557,0.0001125174,0.0003731813,0.002180146,0.0007302145,0.000121721,0.0003005607,0.000006216033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122628,"about_ca_system_score_gemma":0.0003509604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005575932,"about_ca_topic_score_gemma":0.00001700902,"domain_scores_codex":[0.998395,0.0006225705,0.0001949869,0.0002573647,0.0003305833,0.0001994995],"domain_scores_gemma":[0.998138,0.001395364,0.00010622,0.0001711246,0.0001101687,0.00007913818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009039651,0.0000262393,0.001300445,0.0000337054,0.0001078165,0.0004102237,0.009327848,0.0002511726,0.0005397903,0.9869229,0.0001897077,0.0007997529],"study_design_scores_gemma":[0.0006436877,0.0002285371,0.005683708,0.0004701503,0.0003895681,0.0006413439,0.152249,0.009588593,0.0003712584,0.02052202,0.8086421,0.0005699715],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7693741,0.002970234,0.0008321942,0.01048399,0.0006914235,0.0002874009,0.00002601192,0.00008471644,0.2152499],"genre_scores_gemma":[0.9970613,0.0001312224,0.00009155366,0.0002283608,0.0002938023,0.000004980584,0.000007964119,0.000005731896,0.002175054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9664009,"threshold_uncertainty_score":0.9989281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03233375208074665,"score_gpt":0.2651857466573053,"score_spread":0.2328519945765587,"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."}}