{"id":"W250931373","doi":"","title":"Parameter Estimation of Aqueous Contaminant Transport and Storage in Heterogeneous, Alluvial Aquifers","year":2007,"lang":"en","type":"article","venue":"","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquifer; Environmental science; Groundwater; Hydrology (agriculture); Environmental engineering; Engineering; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004943803,0.0007343541,0.0004203197,0.0006549259,0.0004365685,0.0008894607,0.0006869481,0.0007285613,0.0003121087],"category_scores_gemma":[0.002742389,0.0003662303,0.0004017147,0.0004747914,0.0004004986,0.0008659959,0.0004014458,0.0003017477,0.00005453532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001678565,"about_ca_system_score_gemma":0.001027671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06443169,"about_ca_topic_score_gemma":0.03934858,"domain_scores_codex":[0.9998595,0.00002528252,0.00001407708,0.00005003,0.00002011901,0.00003099985],"domain_scores_gemma":[0.9988233,0.0008385173,0.0001202233,0.00005155283,0.0001289633,0.00003741353],"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":[0.0001203658,0.0001451041,0.05914628,0.00003449162,0.00004821259,0.00009618716,0.00006602788,0.9153595,0.01543889,0.0002634479,0.0000865921,0.009194877],"study_design_scores_gemma":[0.00001541278,0.00006140905,0.01309113,0.000002363991,0.00001001004,0.00001415346,0.00006780645,0.9786038,0.007797113,0.0002577743,0.00006403344,0.00001517154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895349,0.00002031566,0.009898689,0.00003255198,8.40683e-7,0.00002380434,0.0002050852,0.00008591293,0.0001979546],"genre_scores_gemma":[0.996765,0.00001831083,0.002946727,0.000003085333,6.103226e-7,0.00001650162,0.0001674722,0.000004396586,0.00007780742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06443169,"threshold_uncertainty_score":0.1281133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008805355360938375,"score_gpt":0.224036864798998,"score_spread":0.2152315094380597,"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."}}