{"id":"W4411633541","doi":"10.1016/j.agsy.2025.104434","title":"Looks matter? Field performance and farmers' preferences for drought-tolerant maize in Kenya","year":2025,"lang":"en","type":"article","venue":"Agricultural Systems","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Kenya Agricultural and Livestock Research Organization; Consortium of International Agricultural Research Centers; International Fine Particle Research Institute; Australian Centre for International Agricultural Research; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; International Development Research Centre","keywords":"Field (mathematics); Agricultural engineering; Agronomy; Agroforestry; Environmental science; Mathematics; Biology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001521984,0.0002459868,0.0003317865,0.00001829597,0.0002845283,0.0001616475,0.0002990162,0.0001757409,0.00002646378],"category_scores_gemma":[0.00001711784,0.00006996703,0.0000819647,0.00039738,0.00004966396,0.0002334022,0.00008253261,0.0001529099,0.00002203711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004027164,"about_ca_system_score_gemma":0.000006501127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110262,"about_ca_topic_score_gemma":0.0006391132,"domain_scores_codex":[0.9985135,0.00006259735,0.0003840661,0.0004439727,0.0001678062,0.0004280622],"domain_scores_gemma":[0.9993641,0.0003081603,0.0001066901,0.00005297726,0.00008654517,0.00008156919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001189658,0.0001122763,0.8924463,0.0003235924,0.00005409791,0.000003629101,0.0002686411,0.0001619184,0.05668579,0.0007164883,0.01405191,0.03505644],"study_design_scores_gemma":[0.0002456118,0.0001950174,0.9875928,0.000287141,0.00001814743,0.00001609891,0.002347558,0.0002054572,0.001222181,0.00005774276,0.007535678,0.0002766102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992786,0.0009786481,0.000006074536,0.001181601,0.0004654641,0.0008573398,0.00001760471,0.00005218734,0.003655032],"genre_scores_gemma":[0.9935385,0.0002434058,0.00002609762,0.0001094265,0.0001812202,0.0001752728,0.00003614834,6.65879e-7,0.005689244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0951465,"threshold_uncertainty_score":0.2853172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00815695483754853,"score_gpt":0.2044767750951624,"score_spread":0.1963198202576139,"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."}}