{"id":"W2338670063","doi":"10.5281/zenodo.49748","title":"The Espat Tool: A General-Purpose Dss Shell For Solving Stochastic Optimization Problems In Complex River-Aquifer Systems","year":2016,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Aquifer; Shell (structure); Computer science; Mathematical optimization; Geology; Groundwater; Engineering; Mathematics; Civil engineering; Geotechnical engineering","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":[0.001153801,0.001548347,0.001223201,0.0005744617,0.0005352933,0.001222774,0.002338878,0.001586823,0.02693631],"category_scores_gemma":[0.003195551,0.0009765485,0.001372658,0.0006064695,0.0003970425,0.001180846,0.001352437,0.001882463,0.00517405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004327313,"about_ca_system_score_gemma":0.001355431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006429049,"about_ca_topic_score_gemma":0.007955813,"domain_scores_codex":[0.9997043,0.00008999761,0.00003310278,0.00004097694,0.0001002976,0.00003116701],"domain_scores_gemma":[0.998635,0.0008780728,0.00006780618,0.0001052721,0.0002520709,0.00006175571],"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":[0.0002121662,0.0001844711,0.00169839,0.0006270154,0.0002050589,0.0003555531,0.0001896617,0.8065374,0.006240002,0.01329864,0.04045973,0.1299919],"study_design_scores_gemma":[0.00005429813,0.00001547286,0.0001197266,0.00002247321,0.00001341921,0.0000340087,0.00001503124,0.9869307,0.001441915,0.003089676,0.008248497,0.00001468949],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008127941,0.0001083381,0.9549194,0.0001201531,0.00009799914,0.000099146,0.001730702,0.02992165,0.004874572],"genre_scores_gemma":[0.1433531,0.0003906486,0.828545,0.0003445747,0.00006515018,0.0007281338,0.004765921,0.01115176,0.01065565],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02693631,"threshold_uncertainty_score":0.09011096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04160382511373595,"score_gpt":0.2446062822313118,"score_spread":0.2030024571175759,"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."}}