{"id":"W4387079765","doi":"10.1007/s11356-023-29866-y","title":"Understanding the phenomenon of saltwater intrusion sourced from desalination plants at coastal aquifers","year":2023,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Groundwater flow and contamination studies","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Aquifer; Desalination; Groundwater; Bromide; Porous medium; Geology; Saltwater intrusion; Environmental science; Soil science; Chemistry; Hydrology (agriculture); Mineralogy; Geotechnical engineering; Porosity","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":[0.0001383952,0.0001988275,0.0001621215,0.0002079164,0.00024336,0.0004388173,0.0003181879,0.0003540812,0.0003346035],"category_scores_gemma":[0.0004418582,0.00012475,0.000183236,0.0003284709,0.0002218367,0.0006762813,0.0001837718,0.0003129065,0.00005494484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009398328,"about_ca_system_score_gemma":0.0005248552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02021808,"about_ca_topic_score_gemma":0.02972674,"domain_scores_codex":[0.9999447,0.000006316367,0.000005224092,0.00001607164,0.00001550076,0.00001219701],"domain_scores_gemma":[0.9998695,0.00004793327,0.00002795614,0.00001034032,0.00003516009,0.000009116488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003519339,0.0002988371,0.319625,0.0003492804,0.00005818453,0.0008580132,0.001654952,0.2356718,0.4067173,0.002354597,0.0003275189,0.03173259],"study_design_scores_gemma":[0.00002575337,0.0002644575,0.3449863,0.00002816565,0.00006254498,0.000177632,0.002901174,0.4753397,0.1728485,0.001539882,0.001778152,0.00004775496],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998096,0.00002434489,0.0013606,0.0000333706,7.42943e-7,0.000005378993,0.00008750336,0.00001292718,0.0003790482],"genre_scores_gemma":[0.9982444,0.00007662173,0.001412446,0.000007310191,6.752132e-7,0.000005564244,0.0001040489,0.000002714953,0.0001461751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02021808,"threshold_uncertainty_score":0.04020077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1008313093150867,"score_gpt":0.300647649344869,"score_spread":0.1998163400297822,"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."}}