{"id":"W2811210678","doi":"10.1002/hyp.13214","title":"Transience of seawater intrusion and retreat in response to incremental water‐level variations","year":2018,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Queen's University Belfast","keywords":"Geology; Sea level; Wedge (geometry); Saltwater intrusion; Water level; Magnitude (astronomy); Aquifer; Seawater; Amplitude; Transition zone; Head (geology); Oceanography; Groundwater; Hydrology (agriculture); Geomorphology; Geotechnical engineering; Geophysics; Geometry; Geography; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003184088,0.00008303262,0.0001176059,0.00005321913,0.00007499464,0.00002182752,0.0001213292,0.00006124785,0.001111991],"category_scores_gemma":[0.0001125783,0.00004865345,0.00001000018,0.0001753618,0.0001526944,0.0001278985,0.00002437725,0.00005822361,0.00005132391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002672128,"about_ca_system_score_gemma":0.00001884839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005842322,"about_ca_topic_score_gemma":0.0008474514,"domain_scores_codex":[0.9992354,0.00005324118,0.0001642315,0.0002206954,0.0001216956,0.0002047622],"domain_scores_gemma":[0.9997135,0.00007492941,0.00001610072,0.00007727934,0.00004370205,0.0000744747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002330862,0.00008973559,0.8221707,0.0001204567,0.000007356102,0.00002358086,0.004312681,0.000136078,0.1657685,0.000005705218,0.00004902108,0.004985247],"study_design_scores_gemma":[0.000406876,0.001059841,0.7904963,0.00003108621,0.00000679916,0.00002750449,0.0001019178,0.0008835173,0.2045601,0.001516438,0.0007396312,0.000169996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979551,0.00003218085,0.0002136856,0.0005876974,0.00002435091,0.00009954441,0.00002045738,0.00001330552,0.001053712],"genre_scores_gemma":[0.9991394,0.00001003475,0.000488498,0.0002251628,0.00002673783,0.000002043609,0.00002307417,0.000001202432,0.00008381662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0387916,"threshold_uncertainty_score":0.9998011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02227437213414054,"score_gpt":0.2259016164102501,"score_spread":0.2036272442761096,"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."}}