{"id":"W6992588683","doi":"","title":"Low-impact development practices for stormwater management: Implications for urban hydrology","year":2006,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stormwater; Urbanization; Low-impact development; Surface runoff; Stormwater management; Hydrology (agriculture); Infiltration (HVAC); Urban planning","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":[0.0003370674,0.0001589937,0.0001036466,0.0001293199,0.0003774538,0.0009136621,0.0001995017,0.0001604718,0.002251502],"category_scores_gemma":[0.0007646916,0.0000591955,0.00007882901,0.0005089219,0.0004159811,0.0002679691,0.000219235,0.0001479623,0.0001994222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003593813,"about_ca_system_score_gemma":0.003068785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1015783,"about_ca_topic_score_gemma":0.3559834,"domain_scores_codex":[0.9998628,0.00004159161,0.000003561054,0.00001298433,0.00005611893,0.00002290788],"domain_scores_gemma":[0.9998292,0.00005322539,0.00003063396,0.000009991727,0.0000532327,0.0000236438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002553965,0.0006923,0.1996526,0.0006971909,0.00003596131,0.0004583007,0.004985301,0.07712474,0.04333207,0.0180472,0.01314321,0.6415758],"study_design_scores_gemma":[0.0001683094,0.001404379,0.6799091,0.000397997,0.0001468081,0.0002814259,0.01475057,0.09148809,0.0446998,0.009186324,0.1574846,0.00008253231],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9180382,0.001418237,0.009225087,0.002462731,0.0000173514,0.0001661585,0.0002954833,0.00009779716,0.0682789],"genre_scores_gemma":[0.9788046,0.001725896,0.008599112,0.00004705725,0.000004058328,0.0000310488,0.0000854463,0.00001497442,0.01068777],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1015783,"threshold_uncertainty_score":0.2019742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188731813807953,"score_gpt":0.2473017641711224,"score_spread":0.2284285827903271,"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."}}