{"id":"W7018308934","doi":"","title":"Demonstration of gate control with SCADA system in Lower Rio Grande Valley in Texas","year":2020,"lang":"en","type":"article","venue":"Digital Collections of Colorado (Colorado State University)","topic":"Irrigation Practices and Water Management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SCADA; Remote control; Control system; Irrigation; Control (management)","routes":{"ca_aff":false,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001023992,0.0001227624,0.0002608216,0.0001414543,0.00008556589,0.00007299605,0.0001790217,0.00005292219,0.00002437572],"category_scores_gemma":[0.00001663926,0.0000695151,0.00006049363,0.002357855,0.00008938098,0.0007029043,0.00004325976,0.0001064891,0.000004511495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001084748,"about_ca_system_score_gemma":0.00004098256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006084712,"about_ca_topic_score_gemma":0.004416447,"domain_scores_codex":[0.9990506,0.0000793576,0.0002832952,0.0002289308,0.0001834506,0.0001744169],"domain_scores_gemma":[0.9993904,0.0001181691,0.0002342342,0.00004508043,0.0001364545,0.00007565421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0473316,0.00680696,0.6481432,0.001042291,0.001225724,0.001597422,0.005119245,0.2021357,0.01402184,0.05082885,0.003610559,0.01813667],"study_design_scores_gemma":[0.03817979,0.03178087,0.6026453,0.001350677,0.0006320351,0.00004957709,0.05190625,0.05539599,0.00562485,0.001741297,0.2070886,0.003604733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688705,0.000007380353,0.0002402284,0.0008415011,0.0000355874,0.0005906904,0.0001199127,0.00003624596,0.02925793],"genre_scores_gemma":[0.9987952,0.00001238027,0.00004068465,0.00003108675,0.000007799657,0.000002064571,0.0000206736,0.000001448492,0.001088689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.203478,"threshold_uncertainty_score":0.2834743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009278849301477023,"score_gpt":0.1534064234767615,"score_spread":0.1441275741752845,"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."}}