{"id":"W4415459667","doi":"10.1016/j.advwatres.2025.105156","title":"A generalized analytical model for tidal wave propagation in multilayered, horizontally heterogeneous leaky aquifer systems","year":2025,"lang":"en","type":"article","venue":"Advances in Water Resources","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Water Conservancy Science and Technology Project of Jiangsu Province; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Aquifer; Electrical conduit; Tidal river; Aquifer test; Amplitude; Matrix (chemical analysis); Wave propagation; Permeability (electromagnetism)","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":[0.0003178688,0.0001582161,0.0002492857,0.0002812749,0.00007831409,0.00007245514,0.0001876857,0.00008287605,0.00002131674],"category_scores_gemma":[0.00002738445,0.000110319,0.0000590313,0.0001450332,0.00008263694,0.0002953799,0.00002047497,0.0001186847,0.000008534837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002347917,"about_ca_system_score_gemma":0.00001645234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001416432,"about_ca_topic_score_gemma":0.0006287891,"domain_scores_codex":[0.9986788,0.000076294,0.0003596563,0.0003540448,0.000163157,0.000368052],"domain_scores_gemma":[0.999656,0.00006279821,0.00004379795,0.0001613952,0.00003279597,0.00004325474],"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":[0.000645485,0.00006112621,0.06554756,0.0002171122,0.00002129388,0.00003583329,0.001670617,0.8819867,0.0002873292,0.0002015007,0.0002541564,0.04907127],"study_design_scores_gemma":[0.0005926098,0.00007401847,0.0003502552,0.0000903732,0.000007454987,0.000006175453,0.0001105843,0.9702564,0.002761643,0.001138722,0.02445604,0.0001557134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886924,0.001972051,0.006712484,0.000319419,0.0002128919,0.0005666279,0.00002284148,0.00008729325,0.001413981],"genre_scores_gemma":[0.9961505,0.0001298804,0.002156755,0.000371508,0.00003966648,0.00003013443,0.00005505947,0.000005329117,0.001061167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08826969,"threshold_uncertainty_score":0.4498679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709092115509241,"score_gpt":0.2514709578575893,"score_spread":0.2343800367024969,"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."}}