{"id":"W2922956639","doi":"10.1007/s10661-019-7358-7","title":"Urban effects in the sediment of an Intermittently Closed and Open Lagoon (ICOLL) in southeastern Brazil—a high-resolution study","year":2019,"lang":"en","type":"article","venue":"Environmental Monitoring and Assessment","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Sediment; Eutrophication; Environmental science; Watershed; Deforestation (computer science); Organic matter; Hydrology (agriculture); Trace metal; Geology; Nutrient; Ecology; Geomorphology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006133592,0.0001764723,0.0002510622,0.00004753711,0.00006706142,0.00007625964,0.0002997768,0.00004416293,0.00002961062],"category_scores_gemma":[0.000001883488,0.0001386703,0.00001830399,0.00008572296,0.00005048044,0.0003018863,0.0007331741,0.0001776037,0.00001317649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002190566,"about_ca_system_score_gemma":0.000003953298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001667056,"about_ca_topic_score_gemma":0.0003929411,"domain_scores_codex":[0.9984835,0.0002567967,0.0002892154,0.0004036184,0.0003375744,0.0002292526],"domain_scores_gemma":[0.9994795,0.00006738774,0.0001022108,0.0002872788,5.283334e-7,0.00006314841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004028536,0.0007859868,0.9854324,0.000020967,0.000008653871,0.00001698556,0.001876223,0.0003242385,0.00521443,0.000008867243,0.000001684017,0.006269273],"study_design_scores_gemma":[0.001974004,0.0008581242,0.9865169,0.0000691855,0.00001279303,0.000005167838,0.006791664,0.003369926,0.0001857272,0.00003660365,0.00003220297,0.0001477221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979284,0.00002722815,0.000008967409,0.00004189599,0.0001868981,0.001484779,0.000008056809,0.000005728839,0.0003080489],"genre_scores_gemma":[0.9995262,0.000009304884,0.0002304549,0.00001103852,0.0000232708,0.00008850928,0.000007477836,0.00001396377,0.00008980643],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006121551,"threshold_uncertainty_score":0.5654809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006640449957222677,"score_gpt":0.255189102026102,"score_spread":0.2485486520688793,"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."}}