{"id":"W4406633489","doi":"10.1002/fes3.70046","title":"A Blueprint for Building Resilience and Food Security in <scp>MENA</scp> and <scp>SSA</scp> Drylands: Diversifying Agriculture With Neglected and Underutilized Species","year":2025,"lang":"en","type":"article","venue":"Food and Energy Security","topic":"Rice Cultivation and Yield Improvement","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"United Nations University Institute for Water, Environment, and Health","funders":"Consortium of International Agricultural Research Centers; International Center for Agricultural Research in the Dry Areas","keywords":"Resilience (materials science); Food security; Business; Agriculture; Blueprint; Natural resource economics; Biotechnology; Biology; Economics; Engineering; 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":[0.0001195954,0.0002273958,0.0002710921,0.00003994025,0.0004161329,0.0001914055,0.0001038174,0.0001449395,0.000002227872],"category_scores_gemma":[0.0001746289,0.0001034092,0.00003247338,0.0003720511,0.0001424348,0.0001854156,0.0001978913,0.0001479039,5.041357e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000226818,"about_ca_system_score_gemma":0.00001145623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002988844,"about_ca_topic_score_gemma":0.005847502,"domain_scores_codex":[0.9987486,0.00005643219,0.0002027786,0.0005220394,0.0001352422,0.0003349035],"domain_scores_gemma":[0.9991386,0.0005160757,0.00008930201,0.00005430873,0.00007066017,0.0001310517],"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":[0.0003010333,0.001139092,0.1865414,0.001159507,0.0006143082,0.00001708082,0.02453575,0.00004540352,0.4994465,0.2363713,0.004623809,0.04520487],"study_design_scores_gemma":[0.005068544,0.004138384,0.7835348,0.000560705,0.0001156743,0.00002546668,0.04729356,0.001179685,0.0459738,0.03580475,0.07591701,0.0003875812],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965439,0.00153943,0.00006041668,0.0005088524,0.00004466505,0.0002324349,0.0000408697,0.000046382,0.0009830043],"genre_scores_gemma":[0.9982239,0.001065306,0.0001007112,0.0002781391,0.00004845148,0.00003618798,0.00002603721,0.000001423927,0.0002198341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5969934,"threshold_uncertainty_score":0.4216903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192034855825679,"score_gpt":0.2040156376839211,"score_spread":0.1920952891256643,"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."}}