{"id":"W77527114","doi":"10.2166/wqrj.2004.046","title":"The Role of Water Balance Modelling in the Transition to Low Impact Development","year":2004,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Bioretention; Stormwater; Surface runoff; Rainwater harvesting; Environmental science; Low-impact development; Reuse; Swale; Stormwater management; Environmental planning; Infiltration (HVAC); Water resource management; Environmental engineering; Engineering; Meteorology; Waste management; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009441256,0.0005102251,0.0005393405,0.0006232436,0.0004364862,0.001886025,0.0008874718,0.0009252372,0.00247512],"category_scores_gemma":[0.00326838,0.0004000682,0.0004744313,0.000542821,0.0005839398,0.001886168,0.0008120621,0.0007221554,0.0002670682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230381,"about_ca_system_score_gemma":0.001353032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02532656,"about_ca_topic_score_gemma":0.01080968,"domain_scores_codex":[0.9996735,0.0001389564,0.0000199143,0.00004989477,0.00007506661,0.00004265659],"domain_scores_gemma":[0.9989154,0.0006920567,0.0001070439,0.00005557261,0.0001615071,0.00006839167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004032146,0.00005137308,0.002470898,0.00002407387,0.000007774443,0.00004089894,0.00005180129,0.9816585,0.0005854149,0.003483269,0.0001997383,0.01138603],"study_design_scores_gemma":[0.000009155083,0.00001288782,0.0002881319,0.000004857324,0.000003191291,0.000003249207,0.00002409856,0.9960423,0.0003934536,0.00266909,0.0005451154,0.000004485898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4204739,0.0002722277,0.5433771,0.0009935128,0.00006192719,0.0002897628,0.0005733256,0.001691023,0.03226725],"genre_scores_gemma":[0.9686658,0.0001298397,0.02866104,0.00004257158,0.000008828993,0.0001064431,0.0001954054,0.00007612205,0.002113986],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02532656,"threshold_uncertainty_score":0.0503583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07416827907918526,"score_gpt":0.352204817953821,"score_spread":0.2780365388746357,"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."}}