{"id":"W3138625835","doi":"10.5539/sar.v10n2p48","title":"Pulse Production, Consumption and Utilization in Nigeria within Regional and Global Context","year":2021,"lang":"en","type":"article","venue":"Sustainable Agriculture Research","topic":"Agricultural pest management studies","field":"Agricultural and Biological Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food security; Context (archaeology); Per capita; Consumption (sociology); Developing country; Agricultural economics; Production (economics); Poverty; Agriculture; Geography; Business; Economic growth; Environmental health; Economics; Population; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007622607,0.000160882,0.0001885664,0.00002327019,0.0006251683,0.0002189579,0.0001049474,0.000118695,0.00007477482],"category_scores_gemma":[0.0004834257,0.00005990404,0.0000250721,0.001393658,0.000218409,0.000382808,0.0003453,0.0002386675,0.00001096573],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001837814,"about_ca_system_score_gemma":0.00002217378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000631374,"about_ca_topic_score_gemma":0.01094025,"domain_scores_codex":[0.9978948,0.0003336972,0.0002244656,0.000581553,0.0004451436,0.0005203169],"domain_scores_gemma":[0.9987423,0.0001157408,0.00005604286,0.00005563852,0.0009232903,0.0001069356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002780803,0.0006544899,0.7204559,0.000746784,0.000126154,0.0005351303,0.003404299,0.00004002,0.04457655,0.07815479,0.1065158,0.04451198],"study_design_scores_gemma":[0.0002236039,0.00009427136,0.910013,0.00005881541,0.000007271855,0.00007316207,0.05327494,0.000007475926,0.0005579299,0.004718004,0.03076688,0.000204666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801971,0.004295511,7.810773e-7,0.01404811,0.00004554126,0.0006171343,0.000005477854,0.00004266107,0.0007476286],"genre_scores_gemma":[0.9896151,0.002014308,0.00002443865,0.000101593,0.0001684131,0.00007329655,0.0001113939,8.023454e-7,0.007890636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1895571,"threshold_uncertainty_score":0.6104918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0742404586898119,"score_gpt":0.3212770190664064,"score_spread":0.2470365603765945,"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."}}