{"id":"W2043354078","doi":"10.13031/aim.20131593003","title":"IMPACT of Irrigation Management Strategy on Sizing of a Solar-powered Center Pivot Irrigation System","year":2013,"lang":"en","type":"article","venue":"2013 Kansas City, Missouri, July 21 - July 24, 2013","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Agriculture - Saskatchewan","keywords":"Photovoltaic system; Sizing; Irrigation; Reliability (semiconductor); Renewable energy; Environmental science; Agricultural engineering; Reliability engineering; Automotive engineering; Computer science; Engineering; Power (physics); Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007220592,0.0007566218,0.001050708,0.0007476753,0.0001861525,0.0001899847,0.0008137452,0.0005038727,0.0008853587],"category_scores_gemma":[0.00005830827,0.0006908147,0.000553244,0.0006687298,0.0001592678,0.0008869005,0.0001697967,0.0003706249,0.000969079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000637892,"about_ca_system_score_gemma":0.00009862854,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01527566,"about_ca_topic_score_gemma":0.000167306,"domain_scores_codex":[0.9948148,0.0004530165,0.001892065,0.0008489758,0.001166297,0.000824844],"domain_scores_gemma":[0.9955184,0.0001443358,0.001618919,0.001404563,0.0009635934,0.0003501925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001768249,0.008245533,0.01559666,0.01092349,0.00767418,0.0001110979,0.00963198,0.1627191,0.1914212,0.03997039,0.5250797,0.02685845],"study_design_scores_gemma":[0.02653326,0.009295462,0.1146416,0.01648122,0.001957749,0.000303469,0.004801875,0.1635125,0.5788317,0.03546165,0.03824105,0.00993845],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8020004,0.0007538503,0.02312553,0.0003240985,0.001665744,0.008869275,0.0006354511,0.002054533,0.1605711],"genre_scores_gemma":[0.9909963,0.000100445,0.005439393,0.0000590261,0.0001510294,0.0003583157,0.0002780522,0.0001525901,0.002464875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4868386,"threshold_uncertainty_score":0.9998088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02104998348998159,"score_gpt":0.2585223325461625,"score_spread":0.2374723490561809,"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."}}