{"id":"W4408707428","doi":"10.1061/jidedh.ireng-10465","title":"Discussion of “Maximizing Irrigated Maize Productivity: Evaluating the Impact of Deficit Irrigation and Nitrogen Rates on Growth, Yield, and Water-Use Efficiency in Southwest Ethiopia”","year":2025,"lang":"en","type":"article","venue":"Journal of Irrigation and Drainage Engineering","topic":"Crop Yield and Soil Fertility","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"New Mexico State University","keywords":"Yield (engineering); Irrigation; Productivity; Agronomy; Deficit irrigation; Environmental science; Nitrogen; Mathematics; Economics; Biology; Irrigation management; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008258797,0.0007265377,0.0005622947,0.0007782473,0.002382347,0.003357975,0.001394008,0.0046115,0.003422979],"category_scores_gemma":[0.01176641,0.0004000424,0.001278253,0.001338085,0.0008673675,0.002307575,0.001155262,0.002859275,0.0003445251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004125935,"about_ca_system_score_gemma":0.003311662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01367011,"about_ca_topic_score_gemma":0.0121407,"domain_scores_codex":[0.9979429,0.001226967,0.0001441696,0.0002104111,0.0002832298,0.0001923618],"domain_scores_gemma":[0.9950274,0.002875125,0.0003730678,0.00006373386,0.001323988,0.000336771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002745513,0.0006560566,0.03747928,0.003524353,0.0005497706,0.01038169,0.01482193,0.0495624,0.01712138,0.09398019,0.646045,0.1231324],"study_design_scores_gemma":[0.0002945799,0.0009409463,0.02622366,0.001217328,0.0004515521,0.00110227,0.03315649,0.01758568,0.01026574,0.02170286,0.886719,0.0003399455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1662958,0.01810444,0.01630899,0.7363726,0.03330757,0.0003501128,0.002160523,0.0001383791,0.02696148],"genre_scores_gemma":[0.7651365,0.02899505,0.01903169,0.1259134,0.02755408,0.000567566,0.0009713472,0.0002404221,0.03159004],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01367011,"threshold_uncertainty_score":0.04367727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02395309119024886,"score_gpt":0.2673943477517211,"score_spread":0.2434412565614723,"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."}}