{"id":"W90949491","doi":"10.2166/wst.2003.0479","title":"Urban drainage and highway runoff in cold climates: conference overview","year":2003,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Snowmelt; Surface runoff; Environmental science; Stormwater; Snow; Urban runoff; Hydrology (agriculture); Drainage; Water resource management; Environmental engineering; Geography; Meteorology; Engineering; 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":[0.0006879918,0.0001443903,0.0001785644,0.0003221966,0.0002044239,0.0000840366,0.0004476393,0.0001227574,0.0004222889],"category_scores_gemma":[0.00006303034,0.0001116803,0.00001372707,0.0009428032,0.002569434,0.0004882566,0.0004055318,0.0001177013,0.0003607505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001703922,"about_ca_system_score_gemma":0.00002155002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001164289,"about_ca_topic_score_gemma":0.0001352322,"domain_scores_codex":[0.9983796,0.00003596272,0.0002257719,0.0005541128,0.0002185536,0.0005859993],"domain_scores_gemma":[0.9994868,0.000008240959,0.00004684069,0.0003787662,0.00001176887,0.0000675839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002546861,0.00002345988,0.2389708,0.000007448908,7.329888e-7,0.00001272791,0.0003340312,0.000005192996,0.7145014,0.04565143,0.00004873854,0.0004414732],"study_design_scores_gemma":[0.0004021799,0.0001106116,0.02265061,0.00002778845,0.000005226403,0.0001341555,0.0002634682,0.0001336821,0.9291557,0.01891465,0.02788794,0.0003139826],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940748,0.00004953954,0.00006953458,0.0004835917,0.0003079934,0.0002076957,0.000001543368,0.0001365041,0.004668858],"genre_scores_gemma":[0.9985992,0.00003043155,0.00115947,0.00009377803,0.000004614647,0.00003145406,5.402673e-7,0.000007529785,0.0000730046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2163202,"threshold_uncertainty_score":0.9467185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106318679989608,"score_gpt":0.217998979946163,"score_spread":0.2069357931462669,"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."}}