{"id":"W4366462992","doi":"10.1111/gwat.13316","title":"Nitrogen and Phosphorus Treatment Can Be Sustainable During on‐Site Wastewater Disposal","year":2023,"lang":"en","type":"article","venue":"Ground Water","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; University of Waterloo","funders":"","keywords":"Environmental science; Wastewater; Effluent; Denitrification; Context (archaeology); Groundwater; Environmental engineering; Nutrient; Nitrogen; Environmental chemistry; Chemistry; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002279098,0.0002337261,0.000197603,0.0002983658,0.0005288437,0.0006482595,0.0003936934,0.0003170705,0.000621222],"category_scores_gemma":[0.0003033037,0.0001117839,0.0001857633,0.0002856794,0.0003185135,0.0002063619,0.0003316019,0.000183379,0.0001695687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002446518,"about_ca_system_score_gemma":0.002044662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1321829,"about_ca_topic_score_gemma":0.3487881,"domain_scores_codex":[0.9997197,0.00002696437,0.000007210766,0.00004001588,0.0001210526,0.00008495017],"domain_scores_gemma":[0.9998753,0.00001168049,0.00003564097,0.000005929187,0.00005147893,0.00001989273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005913784,0.0002138449,0.1433688,0.0002151416,0.00003562185,0.000726063,0.0003813543,0.005583044,0.773006,0.0002088753,0.0006559286,0.07501392],"study_design_scores_gemma":[0.00003740282,0.001044164,0.6567895,0.00003741417,0.00005728793,0.0005140337,0.0015603,0.009804625,0.3203328,0.0004757039,0.009309469,0.00003731511],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997327,0.00009050995,0.000725932,0.00003021858,0.000002826302,0.00001265489,0.00003881119,0.00002331008,0.001748795],"genre_scores_gemma":[0.9978759,0.0001035283,0.0007131629,0.00001137745,0.000001362207,0.000004278632,0.00009034266,0.000004923784,0.001195119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1321829,"threshold_uncertainty_score":0.262827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009887402998552456,"score_gpt":0.203942789911748,"score_spread":0.1940553869131956,"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."}}