{"id":"W6921900454","doi":"10.7939/r3p952","title":"Sulphide Production and Management in Municipal Stormwater Retention Ponds","year":2014,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stormwater; Surface runoff; Retention basin; Nitrate; Sediment; Water quality; Hydrogen sulphide","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002384817,0.0001398158,0.000191268,0.0002592126,0.0007716494,0.0009204018,0.0002339584,0.0002595536,0.0009144098],"category_scores_gemma":[0.0002339914,0.0001039351,0.0001450964,0.0004385083,0.000341009,0.0001914293,0.0002613256,0.0002330549,0.0001889352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001507636,"about_ca_system_score_gemma":0.001759479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0313959,"about_ca_topic_score_gemma":0.07971311,"domain_scores_codex":[0.9998068,0.00002036137,0.000007137324,0.00003159899,0.00007923246,0.00005480359],"domain_scores_gemma":[0.999889,0.00001041583,0.0000286862,0.000004094331,0.00003914867,0.0000286178],"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":[0.001030735,0.001046351,0.06358721,0.0002800706,0.00002765281,0.0007435247,0.002750391,0.00179675,0.8789413,0.000307561,0.0007905855,0.0486979],"study_design_scores_gemma":[0.00005718526,0.004444742,0.5119435,0.00006375863,0.00004982975,0.0003238738,0.007461576,0.002896878,0.4633293,0.0002642417,0.009132328,0.00003276153],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988985,0.00006747871,0.00007569779,0.00002382455,0.00000117289,0.0000148537,0.00002717944,0.000005046488,0.0008861213],"genre_scores_gemma":[0.9947384,0.0002498099,0.0006033614,0.00001927704,0.000001930914,0.00001365451,0.0001116145,0.000002656247,0.004259347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0313959,"threshold_uncertainty_score":0.06242633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009144313762669193,"score_gpt":0.1901451917029732,"score_spread":0.181000877940304,"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."}}