{"id":"W3208645627","doi":"10.1029/2021gh000490","title":"Modeling Untreated Wastewater Evolution and Swimmer Illness for Four Wastewater Infrastructure Scenarios in the San Diego‐Tijuana (US/MX) Border Region","year":2021,"lang":"en","type":"article","venue":"GeoHealth","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shore; Wastewater; Estuary; Outfall; Environmental science; Tourism; Recreation; Baseline (sea); Sewage treatment; Geography; Water resource management; Hydrology (agriculture); Environmental engineering; Fishery; Ecology; Engineering; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003499699,0.000225769,0.000206185,0.0000802829,0.000457542,0.00008653888,0.0002192256,0.0001087927,0.0002718116],"category_scores_gemma":[0.00002449592,0.0001631022,0.00005437504,0.0003686889,0.00009809785,0.0003371398,0.0002294688,0.0002047311,0.00003426218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003876715,"about_ca_system_score_gemma":0.00003155178,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002741396,"about_ca_topic_score_gemma":0.004496505,"domain_scores_codex":[0.9980441,0.0001668359,0.000328273,0.0005345822,0.0002828611,0.0006433435],"domain_scores_gemma":[0.9993333,0.00003043161,0.00006988362,0.0004519355,0.00002212849,0.00009229063],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003893677,0.0004482929,0.3989575,0.0004583468,0.0001367503,0.0001477856,0.0281761,0.5129189,0.00479629,0.00207103,0.04102446,0.01047518],"study_design_scores_gemma":[0.00485066,0.0003013198,0.3923475,0.0002075588,0.0002189651,0.0002159707,0.007485866,0.5391626,0.0004043702,0.01319698,0.04018297,0.001425252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881974,0.0001194667,0.007353612,0.002919537,0.0001830668,0.0007622864,0.00001042132,0.00004075887,0.0004134639],"genre_scores_gemma":[0.9972161,0.00002850597,0.000803287,0.0007873134,0.00006959173,0.00009987014,0.00006818977,0.00002663597,0.0009004783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02624374,"threshold_uncertainty_score":0.6651114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676188230245316,"score_gpt":0.2407477747564701,"score_spread":0.223985892454017,"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."}}