{"id":"W2050908710","doi":"10.1007/s12665-015-4439-y","title":"A hydrostratigraphic simplification approach to build 3D groundwater flow numerical models: example of a Quaternary deltaic deposit aquifer","year":2015,"lang":"en","type":"article","venue":"Environmental Earth Sciences","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Université du Québec à Chicoutimi","keywords":"Aquifer; Hydrogeology; Groundwater flow; Geology; Groundwater; Groundwater model; Hydraulic conductivity; Sedimentary rock; Slug test; Quaternary; Calibration; Geomorphology; Soil science; Hydrology (agriculture); Geotechnical engineering; Geochemistry; Soil water; Mathematics; Paleontology; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0004764128,0.0002247971,0.0002268619,0.0000869971,0.0002672893,0.00007468226,0.0004522077,0.00005634386,0.0001449885],"category_scores_gemma":[0.000006637663,0.0001816318,0.0000695971,0.0003802457,0.0006475633,0.0007340934,0.0003048715,0.00008751914,0.0002847175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005920712,"about_ca_system_score_gemma":0.00001036788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002421286,"about_ca_topic_score_gemma":0.0001023769,"domain_scores_codex":[0.9975476,0.00009474665,0.0003635704,0.0006581629,0.0009358477,0.0004000695],"domain_scores_gemma":[0.9993412,0.00002569792,0.00009838651,0.0002880095,0.000004454076,0.0002421956],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001181674,0.001733315,0.713874,0.0000208531,0.000061937,0.000008914129,0.01776454,0.1812183,0.04467689,0.0003644471,0.0006626801,0.039496],"study_design_scores_gemma":[0.001164484,0.001622645,0.4745347,0.00002494238,0.00006277079,0.00007423072,0.003380737,0.4947347,0.01316397,0.001144848,0.00901245,0.001079532],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8789176,0.00008352326,0.1171385,0.00008679392,0.00007341128,0.0003258478,0.000007693052,0.00003073258,0.003335865],"genre_scores_gemma":[0.9794883,0.000009451467,0.01943785,0.0002319402,0.00002515386,0.00007605682,0.00001615564,0.00001175882,0.0007033086],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3135164,"threshold_uncertainty_score":0.740673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.037569398323071,"score_gpt":0.2235881343271027,"score_spread":0.1860187360040317,"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."}}