{"id":"W1486445472","doi":"","title":"Reactive transport modeling of biogeochemical dynamics in subterranean estuaries: Implications for submarine groundwater discharge of nutrients","year":2007,"lang":"en","type":"dissertation","venue":"Data Archiving and Networked Services (DANS)","topic":"Groundwater and Isotope Geochemistry","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Submarine groundwater discharge; Aquifer; Biogeochemical cycle; Groundwater; Biogeochemistry; Environmental science; Estuary; Nutrient; Hydrology (agriculture); Groundwater discharge; Nitrate; Environmental chemistry; Groundwater flow; Oceanography; Geology; Ecology; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004130643,0.0003023814,0.0005170408,0.0001502829,0.0001087038,0.000027103,0.0008394477,0.0001927653,0.00001578775],"category_scores_gemma":[0.00000679654,0.0002664866,0.00007776402,0.0002136285,0.00007528943,0.0002781405,0.00004381678,0.0002620109,4.929033e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001112595,"about_ca_system_score_gemma":0.00004645712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01768522,"about_ca_topic_score_gemma":0.1092815,"domain_scores_codex":[0.99809,0.000029329,0.0006912023,0.0006033948,0.0001781051,0.0004080165],"domain_scores_gemma":[0.9987899,0.0001791837,0.0002656474,0.0005961046,0.00006443448,0.00010473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009354699,0.0001381481,0.9846412,0.002373286,0.0001086192,0.000001812001,0.004363367,0.0008508259,0.0008170934,0.00004059303,0.000006167758,0.005723416],"study_design_scores_gemma":[0.0006608054,0.00009065499,0.4287957,0.0008034501,0.0001773816,0.000007296092,0.004110061,0.5620134,0.0004995731,0.002306058,0.00008831978,0.0004472194],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892018,0.0002554807,0.00152944,0.00001509942,0.000127501,0.000387757,0.007251838,0.00001644021,0.001214635],"genre_scores_gemma":[0.7712454,0.0001786409,0.0006011481,0.000008249129,0.00006459539,0.000006194537,0.2278385,0.00001217588,0.00004502172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5611627,"threshold_uncertainty_score":0.9999787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103602247242394,"score_gpt":0.259464198109399,"score_spread":0.238428175636975,"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."}}