{"id":"W3081075437","doi":"10.1029/2020gl089612","title":"Heterogeneity Affects Intertidal Flow Topology in Coastal Beach Aquifers","year":2020,"lang":"en","type":"article","venue":"Geophysical Research Letters","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"National Science Foundation","keywords":"Intertidal zone; Aquifer; Biogeochemical cycle; Geology; Saltwater intrusion; Groundwater; Mixing (physics); Groundwater flow; Environmental science; Hydrology (agriculture); Oceanography; Ecology; Geotechnical engineering; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001515482,0.0001624953,0.000171913,0.0004317416,0.0003082191,0.0007610302,0.0002164908,0.0002445478,0.0007818185],"category_scores_gemma":[0.0007047081,0.0001826734,0.0001884942,0.0002963722,0.0003760796,0.0003828342,0.0003331431,0.0001441746,0.00005171215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006117176,"about_ca_system_score_gemma":0.0003371888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01463266,"about_ca_topic_score_gemma":0.01096901,"domain_scores_codex":[0.9999386,0.00001413852,0.000004155589,0.00001633255,0.000005562802,0.00002114439],"domain_scores_gemma":[0.9996964,0.0001421994,0.00006018963,0.00002137017,0.00002946637,0.00005048133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002793948,0.0001249884,0.2613344,0.00002940966,0.00007220553,0.0002785738,0.0002168042,0.7099979,0.02076807,0.001570803,0.0002231689,0.005104255],"study_design_scores_gemma":[0.00002603774,0.00007803382,0.07885785,0.000005067036,0.00002175626,0.00003564175,0.0002661976,0.9180229,0.00205424,0.0004913257,0.0001229125,0.00001801478],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999563,0.000005514498,0.0002412424,0.000008584785,4.727922e-7,0.000001087589,0.00002446116,0.000008506239,0.0001470705],"genre_scores_gemma":[0.9999013,0.000003990506,0.00004568948,0.000001051584,1.690526e-7,4.530203e-7,0.00001397192,0.000001011405,0.00003228851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01463266,"threshold_uncertainty_score":0.02909493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03779304801141051,"score_gpt":0.2839650350440581,"score_spread":0.2461719870326476,"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."}}