{"id":"W2307735507","doi":"10.14796/jwmm.r207-22","title":"An Approach to Modeling Real-Time Control of Dynamic and Static Radial and Sluice Gates within EXTRAN","year":2001,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"University of Guelph","keywords":"Sluice; Computer science; Control (management); Control theory (sociology); Artificial intelligence; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000406831,0.0001605333,0.0003126718,0.0002429405,0.00004538364,0.00006486434,0.0001274521,0.00004101873,0.000004167458],"category_scores_gemma":[0.000002220625,0.0001196846,0.00003858661,0.00005221383,0.00001316752,0.0002716074,0.00002076144,0.0001216176,4.811722e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002727769,"about_ca_system_score_gemma":0.000003402601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001853299,"about_ca_topic_score_gemma":0.000002102204,"domain_scores_codex":[0.9988891,0.00003032554,0.0005131129,0.0001371634,0.0002057587,0.0002245539],"domain_scores_gemma":[0.9996462,0.000008742893,0.00004549283,0.0001226227,0.00004172934,0.0001352171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008132197,0.00001610307,0.00001646145,0.0001469111,0.0001258934,0.00001909615,0.002309454,0.9777348,0.0167929,0.00004117311,0.000003386347,0.002712526],"study_design_scores_gemma":[0.0008876109,0.00007280338,0.00001824049,0.0000671241,0.0001118191,0.00005387596,0.0003968632,0.9971163,0.0001155938,0.001011549,0.000005089261,0.0001431853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5690962,0.0001024784,0.4303347,0.00002961586,0.00004117006,0.0000977258,0.000001188879,0.00001647371,0.0002804174],"genre_scores_gemma":[0.9729925,0.0002997045,0.02657962,0.00003015639,0.00004952515,0.000002360483,0.000002524203,0.00002785722,0.00001570873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4038964,"threshold_uncertainty_score":0.4880597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006764557965305987,"score_gpt":0.2032285336841001,"score_spread":0.1964639757187941,"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."}}