{"id":"W4285014506","doi":"10.1029/2021wr031793","title":"Pumping Optimization Under Uncertainty in an Island Freshwater Lens Using a Sharp‐Interface Seawater Intrusion Model","year":2022,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies","funders":"","keywords":"MODFLOW; Aquifer; Groundwater; Interface (matter); Water pumping; Seawater intrusion; Saltwater intrusion; Environmental science; Computer science; Geology; Engineering; Geotechnical engineering; Groundwater flow; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001472264,0.0001793162,0.000185716,0.0002841886,0.001011023,0.0002058698,0.0004875892,0.00005766164,0.004138183],"category_scores_gemma":[0.000007743965,0.0001323262,0.00004204123,0.0003426327,0.0002081077,0.0005380766,0.002092849,0.0004901126,0.00008571439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007860474,"about_ca_system_score_gemma":0.000009389729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003366877,"about_ca_topic_score_gemma":0.004423919,"domain_scores_codex":[0.9966038,0.0006530223,0.0003028543,0.0006057099,0.001049897,0.0007847305],"domain_scores_gemma":[0.9994819,0.00002944483,0.00003042951,0.0003350648,0.00003981134,0.0000833657],"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":[0.0001070156,0.00008954971,0.006573457,0.000007457879,0.000007306123,0.00001220914,0.01718863,0.937966,0.03748845,0.000003824495,0.0001070945,0.000449],"study_design_scores_gemma":[0.0005142371,0.0001118309,0.0004771988,0.00001185306,0.000004196488,0.000007487768,0.00249581,0.9824045,0.00394885,0.0001546301,0.0096562,0.0002132284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823415,0.00001997087,0.0160173,0.0006695249,0.00004704599,0.0003572507,0.00001617274,0.0000344724,0.000496759],"genre_scores_gemma":[0.9935577,0.000005539441,0.0004256754,0.000161052,0.00003253171,0.0001068278,0.00005169614,0.00003357458,0.0056254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04443847,"threshold_uncertainty_score":0.9967722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0785518725459746,"score_gpt":0.3259947289287204,"score_spread":0.2474428563827458,"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."}}