{"id":"W2660475547","doi":"10.1002/ird.2131","title":"Performance Evaluation of Constant Versus Variable Rate Irrigation","year":2017,"lang":"en","type":"article","venue":"Irrigation and Drainage","topic":"Irrigation Practices and Water Management","field":"Agricultural and Biological Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Ministry of Agriculture and Forestry; Agriculture Food and Rural Development; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Agriculture and Forestry","keywords":"Irrigation; Center pivot irrigation; Environmental science; Variable (mathematics); Mathematics; Wind speed; Soil gradation; Hydrology (agriculture); Soil science; Meteorology; Geography; Agronomy; Engineering; Geotechnical engineering; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0007213565,0.0002851085,0.0004451968,0.0002641159,0.0002680966,0.000590263,0.000878604,0.0001954636,0.0007730541],"category_scores_gemma":[0.001271658,0.000112521,0.0002295671,0.0005747371,0.0003082981,0.0003552914,0.0002691944,0.0002139626,0.0001168623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001323472,"about_ca_system_score_gemma":0.0006112101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02430147,"about_ca_topic_score_gemma":0.03088708,"domain_scores_codex":[0.9993362,0.000111657,0.00004370988,0.0001486299,0.0002955594,0.00006427766],"domain_scores_gemma":[0.9991967,0.0001832714,0.0001405617,0.00007036409,0.0003621462,0.00004698511],"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":[0.00324982,0.0004416986,0.05066535,0.0005733016,0.0001220768,0.00009808548,0.0003347442,0.05114115,0.7834883,0.0002153031,0.0004626854,0.1092074],"study_design_scores_gemma":[0.0003081866,0.01683281,0.2655825,0.00003835454,0.0003757646,0.0001939645,0.0007005885,0.1394449,0.5686475,0.0001553901,0.007579949,0.0001400966],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964825,0.0001105226,0.002572355,0.000009696368,0.000005743362,0.00004167407,0.00009430601,0.00008655929,0.0005965259],"genre_scores_gemma":[0.9970211,0.00006445292,0.002402865,0.000006095233,0.000002436714,0.00001671129,0.0001091956,0.0000135852,0.0003634259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02430147,"threshold_uncertainty_score":0.04832006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06275929734583681,"score_gpt":0.2861579920739259,"score_spread":0.2233986947280891,"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."}}