{"id":"W4388422134","doi":"10.2166/bgs.2023.036","title":"Impact of de-icing salt runoff in spring on bioretention efficiency","year":2023,"lang":"en","type":"article","venue":"Blue-Green Systems","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Eesti Teadusagentuur","keywords":"Bioretention; Environmental science; Surface runoff; Stormwater; Salinity; Environmental engineering; Hydrology (agriculture); Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000649487,0.0001261821,0.0001706433,0.0002445558,0.00007253013,0.00002180059,0.0002381036,0.00005332956,0.00005717338],"category_scores_gemma":[0.00002005862,0.0001127133,0.00009168797,0.0008972412,0.00006289037,0.0001354041,0.0001552199,0.00008288158,0.0008560225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006366505,"about_ca_system_score_gemma":0.00001053563,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03216385,"about_ca_topic_score_gemma":0.0005204117,"domain_scores_codex":[0.998592,0.00008506227,0.00032129,0.0002692754,0.0003344633,0.0003979371],"domain_scores_gemma":[0.9994723,0.00003516297,0.0001160841,0.0003075201,0.000005065409,0.00006389727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001030585,0.00006805519,0.8890569,0.00004159117,0.00001656975,0.00001550843,0.0005872502,0.08821467,0.02067721,0.0001965619,0.0006105555,0.0005047997],"study_design_scores_gemma":[0.0002790076,0.0001152631,0.9578232,0.0001148603,0.000009198525,0.000001888841,0.0001985512,0.04086141,0.0002051146,0.00001346569,0.0002452699,0.0001327649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941053,0.00001818747,0.0009183289,0.00002643586,0.0001466181,0.0003636426,0.000007320553,0.0001069832,0.00430717],"genre_scores_gemma":[0.9988174,0.0000043986,0.00003052329,0.000005107942,0.00003311739,0.00002377951,0.000004408251,0.00001707562,0.001064124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06876629,"threshold_uncertainty_score":0.9999219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02002014838956517,"score_gpt":0.2597976950518687,"score_spread":0.2397775466623036,"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."}}