{"id":"W2076070838","doi":"10.2166/wst.2014.227","title":"Assessment of the impact of traditional septic tank soakaway systems on water quality in Ireland","year":2014,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Subsoil; Groundwater; Environmental science; Water quality; Effluent; Pollutant; Surface water; Septic tank; Wastewater; Environmental engineering; Contamination; Hydrology (agriculture); Geology; Soil science; Geotechnical engineering; Soil water; Ecology","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":[0.002185864,0.0001275544,0.0002446645,0.0002361448,0.00013119,0.00001910031,0.0007635789,0.0001053856,0.0002714644],"category_scores_gemma":[0.00002115856,0.00005864725,0.00008030914,0.0005335967,0.001802071,0.0001648911,0.0002790624,0.00019327,0.00004912329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003937219,"about_ca_system_score_gemma":0.00003897734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008186634,"about_ca_topic_score_gemma":0.0000475675,"domain_scores_codex":[0.9980416,0.0001931383,0.0004465321,0.0003301925,0.0005723814,0.0004161201],"domain_scores_gemma":[0.9992557,0.00003193735,0.0001126108,0.0005340959,0.00001695821,0.00004875546],"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":[0.000009544331,0.0003937499,0.348067,0.00001981331,0.000008446792,0.00000133226,0.0007519205,0.02499842,0.6064734,0.01896422,0.0000417637,0.0002703207],"study_design_scores_gemma":[0.0004000268,0.0004341181,0.7913048,0.00003319502,0.000004378257,0.00001529217,0.00009435688,0.003390361,0.1959835,0.008017535,0.0001819496,0.0001404345],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946214,0.000001289238,0.0005028259,0.001059287,0.0001762682,0.0002192322,0.00001153323,0.00002214835,0.003385999],"genre_scores_gemma":[0.9996848,6.541428e-7,0.0001173981,0.00004071858,0.000006851226,0.00002133768,0.000002410438,0.000004298797,0.0001215776],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4432378,"threshold_uncertainty_score":0.6639804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821651204522852,"score_gpt":0.3107909798583023,"score_spread":0.2825744678130738,"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."}}