{"id":"W4387187656","doi":"10.1029/2023wr035820","title":"Morphologic, Atmospheric, and Oceanic Drivers Cause Multi‐Temporal Saltwater Intrusion on a Remote, Sand Island","year":2023,"lang":"en","type":"article","venue":"Water Resources Research","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Dalhousie University","funders":"Canada Research Chairs","keywords":"Groundwater recharge; Saltwater intrusion; Geology; Water table; Groundwater; Oceanography; Hydrology (agriculture); Climate change; Environmental science; Aquifer","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008653314,0.0001748999,0.0001862537,0.0001142199,0.0004347046,0.0001932531,0.0002783019,0.0001082987,0.001157021],"category_scores_gemma":[0.00005213284,0.0001035021,0.00004329289,0.0003977643,0.0002808125,0.0001126723,0.0003051583,0.0004216061,0.001238874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001040764,"about_ca_system_score_gemma":0.00001237212,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007161898,"about_ca_topic_score_gemma":0.004438843,"domain_scores_codex":[0.9977415,0.0002444657,0.0001845207,0.0004841331,0.0005670075,0.0007783737],"domain_scores_gemma":[0.999281,0.0001541856,0.00002160186,0.0002673089,0.00005531657,0.000220566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008816653,0.00005505324,0.8252504,0.0001118638,0.00006061565,0.001409459,0.006548774,0.001059883,0.001403303,0.000006205614,0.006229365,0.1569834],"study_design_scores_gemma":[0.001429419,0.001084047,0.6530337,0.00005440653,0.00001085391,0.0000651438,0.0008737314,0.1557566,0.0004178179,0.0007247923,0.1860964,0.0004531093],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957796,0.00004644463,0.00002248488,0.0005213037,0.0001021054,0.0002710484,0.00005307277,0.0001048048,0.003099132],"genre_scores_gemma":[0.9837745,0.0002815718,0.0003523057,0.00008502397,0.000094205,0.000001196275,0.0002940331,0.00001085328,0.01510635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.179867,"threshold_uncertainty_score":0.999756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04058331901569259,"score_gpt":0.2789735787983697,"score_spread":0.2383902597826771,"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."}}