{"id":"W4412686369","doi":"10.1002/wat2.70031","title":"Saltwater Intrusion Vulnerability of Soil and Groundwater Near Estuaries","year":2025,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Water","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canada First Research Excellence Fund; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Saltwater intrusion; Estuary; Groundwater; Vulnerability (computing); Intrusion; Environmental science; Hydrology (agriculture); Geology; Oceanography; Seawater intrusion; Aquifer; Geotechnical engineering; Geochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003125565,0.0001762067,0.0002229703,0.001662401,0.0002084841,0.0008847125,0.0002970661,0.0002452205,0.0007296348],"category_scores_gemma":[0.001011763,0.00009727779,0.0002645449,0.004210179,0.0002635902,0.0006856736,0.00103583,0.0001435726,0.00009285275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006415683,"about_ca_system_score_gemma":0.0005348825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02831941,"about_ca_topic_score_gemma":0.0624212,"domain_scores_codex":[0.9997403,0.00004995515,0.00004530329,0.00005853184,0.00006140862,0.00004457006],"domain_scores_gemma":[0.9991912,0.0001781397,0.0003528435,0.00002732963,0.0002142147,0.00003629122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000511534,0.00002020687,0.9685721,0.0003499172,0.0003048213,0.0003712105,0.0005257005,0.005119979,0.002176789,0.0007151558,0.0007968692,0.02099601],"study_design_scores_gemma":[0.00000591259,0.00004034673,0.9856829,0.0001307886,0.0001322845,0.0001186589,0.002445751,0.004476675,0.001016948,0.001351143,0.004581385,0.00001721703],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.9905416,0.00157664,0.0005259629,0.0002186979,0.000005028393,0.000007468643,0.004344834,0.00001916246,0.00276053],"genre_scores_gemma":[0.9963706,0.001425355,0.0002699509,0.00003624653,0.000003875244,0.000008192242,0.001618274,0.000002295029,0.0002652516],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02831941,"threshold_uncertainty_score":0.05630916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352201140680684,"score_gpt":0.2597682075423006,"score_spread":0.2462461961354937,"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."}}