{"id":"W3096350829","doi":"10.3389/fmars.2020.531293","title":"Multi-Layered High Permeability Conduits Connecting Onshore and Offshore Coastal Aquifers","year":2020,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Geophysical Methods and Applications","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"H2020 European Research Council; European Commission","keywords":"Geology; Hydrogeology; Aquifer; Groundwater; Submarine pipeline; Hydrology (agriculture); Alluvium; Groundwater flow; Geomorphology; Geotechnical 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":[],"consensus_categories":[],"category_scores_codex":[0.0002493922,0.0001169041,0.0001868141,0.00005176963,0.0001167731,0.00005158586,0.0002442292,0.00003336222,0.00001225708],"category_scores_gemma":[0.000313214,0.0001166366,0.00002151041,0.0006322085,0.0003318182,0.0001629079,0.0002404493,0.0002040193,0.000003042299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003508096,"about_ca_system_score_gemma":0.00002499833,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003360668,"about_ca_topic_score_gemma":0.0000116419,"domain_scores_codex":[0.9990492,0.00002139898,0.000162778,0.0003436886,0.0001484559,0.0002744332],"domain_scores_gemma":[0.9995551,0.0000445901,0.00002062393,0.0001608943,0.00003605503,0.0001827038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002157902,0.0000816771,0.5768121,0.0001580929,0.00001766992,0.000008151947,0.001686178,0.007383544,0.1694363,0.001607441,0.0005261437,0.242261],"study_design_scores_gemma":[0.0004952665,0.00004284942,0.6180097,0.00001161398,0.000007408007,0.00000201283,0.001488854,0.373096,0.004119664,0.002076753,0.0003699317,0.0002798344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.957669,0.00001375099,0.04093286,0.0004411774,0.0002281034,0.0001892362,0.00001553648,0.0001104026,0.0003999796],"genre_scores_gemma":[0.7036171,0.00000532366,0.296277,0.00004785031,0.00002489539,0.00001076516,0.000002566556,0.00000753243,0.000007018701],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3657125,"threshold_uncertainty_score":0.4756304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02203654731836261,"score_gpt":0.2551251103915197,"score_spread":0.2330885630731571,"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."}}