{"id":"W2604448308","doi":"10.2166/nh.2017.201","title":"Semi-analytical 3D solution for assessing radial collector well pumping impacts on groundwater–surface water interaction","year":2017,"lang":"en","type":"article","venue":"Hydrology research","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Global Institute for Water Security; University of Saskatchewan","funders":"","keywords":"Groundwater; Aquifer; Grid; Environmental science; Groundwater flow; Surface water; Hydraulic head; Flow (mathematics); Hydrology (agriculture); Petroleum engineering; Geology; Geotechnical engineering; Mechanics; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001846136,0.0001551955,0.0002273393,0.00009922963,0.00238655,0.0004370495,0.0003743781,0.0001539015,0.000754406],"category_scores_gemma":[0.000216137,0.0001147076,0.00007933419,0.00006643252,0.0005673397,0.0006476736,0.0004391275,0.0003870488,0.001373016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005216556,"about_ca_system_score_gemma":0.0000188095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007716293,"about_ca_topic_score_gemma":0.0004153986,"domain_scores_codex":[0.9976839,0.0002878715,0.0002301494,0.0004903984,0.0004600149,0.0008476152],"domain_scores_gemma":[0.9990483,0.0002956552,0.00006572303,0.0004105631,0.00005674126,0.0001230133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002744388,0.001282349,0.3276747,0.0001323881,0.0004897731,0.0001412447,0.005553318,0.004955331,0.584763,0.0003235076,0.0375873,0.03435276],"study_design_scores_gemma":[0.004447288,0.002223667,0.2297176,0.00008919989,0.0001135081,0.00006702051,0.0003942112,0.4843694,0.07712065,0.00102556,0.1995202,0.0009117416],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823682,0.000006273502,0.005281922,0.004249494,0.0004129383,0.0004054687,0.000002138331,0.00002870791,0.007244896],"genre_scores_gemma":[0.9879233,0.000007314974,0.0001365227,0.0001428794,0.0001760389,0.00005845892,0.00001522452,0.00001859339,0.01152162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5076423,"threshold_uncertainty_score":0.9994045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09396793092384624,"score_gpt":0.3881084356832004,"score_spread":0.2941405047593542,"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."}}