{"id":"W4415616827","doi":"10.1007/s43621-025-02051-6","title":"Dynamic agricultural supply response under Agricultural Transformation Agenda in Nigeria","year":2025,"lang":"en","type":"article","venue":"Discover Sustainability","topic":"Agricultural Economics and Practices","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Agriculture; Production (economics); Endogeneity; Agricultural productivity; Yield (engineering); Agricultural policy; Productivity","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":[0.0007331765,0.0002983509,0.0003245385,0.00003361185,0.0002938528,0.000284313,0.000356864,0.0001849077,0.0001949394],"category_scores_gemma":[0.0002113418,0.000105168,0.000209599,0.0008234547,0.00009484041,0.001318301,0.00009927903,0.0002855656,0.00001771854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007982801,"about_ca_system_score_gemma":0.0000778555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008145904,"about_ca_topic_score_gemma":0.009646957,"domain_scores_codex":[0.9978356,0.0004121845,0.0005416048,0.0005211979,0.0001665098,0.0005229413],"domain_scores_gemma":[0.9989609,0.0005151901,0.000142426,0.000109911,0.0001906825,0.00008087898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01275469,0.004015489,0.308454,0.0008320262,0.0005138217,0.0000770702,0.01742838,0.007545282,0.3961432,0.07888458,0.01025548,0.163096],"study_design_scores_gemma":[0.0003160594,0.00009643424,0.9569061,0.00001913195,0.00001325745,0.000004568314,0.02901933,0.00005723267,0.0004001789,0.00472112,0.008144984,0.000301595],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698132,0.0001603426,0.00001065779,0.02684424,0.0001980996,0.000783284,0.00007871909,0.00006972013,0.002041701],"genre_scores_gemma":[0.9974621,0.00004083678,0.00001990066,0.0003555477,0.0000314142,0.00008181793,0.0002883971,9.550938e-7,0.001719016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6484521,"threshold_uncertainty_score":0.5383229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007224223506226225,"score_gpt":0.2511200174523243,"score_spread":0.243895793946098,"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."}}