{"id":"W3081618283","doi":"","title":"Innovative Water Planning and Management Tool: Estimating Streamflow Depletion Caused by Groundwater Pumping Using Neural Networks","year":2018,"lang":"en","type":"article","venue":"","topic":"Water Systems and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Groundwater; Streamflow; Environmental science; Hydrology (agriculture); Water resource management; Artificial neural network; Computer science; Geology; Geography; Drainage basin; Artificial intelligence; Geotechnical engineering; Cartography","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":[0.0003336682,0.0006361533,0.0004684611,0.0008122923,0.0002556918,0.0006543707,0.0005524299,0.0008544929,0.001028806],"category_scores_gemma":[0.0009664177,0.0003654519,0.0003691305,0.0005428003,0.0001810512,0.0006938226,0.0004516724,0.0004502184,0.0001192415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004993939,"about_ca_system_score_gemma":0.0006522599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009576404,"about_ca_topic_score_gemma":0.01319659,"domain_scores_codex":[0.9998784,0.00002400151,0.000009598935,0.0000352364,0.00003511999,0.00001756883],"domain_scores_gemma":[0.9997333,0.0001207309,0.00003952014,0.00001657053,0.00007251569,0.00001741804],"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":[0.0001428214,0.0001169938,0.009514323,0.00006323783,0.00009313656,0.00009766588,0.00002629905,0.8897535,0.004727791,0.0008054143,0.0007367368,0.09392224],"study_design_scores_gemma":[0.000003025764,0.000006324271,0.0004855809,0.000001227196,0.000006346838,0.000003304317,0.000001948138,0.9986338,0.0006481009,0.0001587185,0.00004919731,0.000002503755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2354799,0.0002729502,0.7592027,0.0003073308,0.00006997551,0.00006297541,0.0004992232,0.001612716,0.002492241],"genre_scores_gemma":[0.9285425,0.0001022207,0.06941321,0.00003995142,0.00003078269,0.00005823284,0.0001913176,0.00002624765,0.001595529],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009576404,"threshold_uncertainty_score":0.01904136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01544356060664767,"score_gpt":0.2220206254073769,"score_spread":0.2065770648007292,"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."}}