{"id":"W2899466007","doi":"10.3390/w10111541","title":"A Comprehensive Review of Low Impact Development Models for Research, Conceptual, Preliminary and Detailed Design Applications","year":2018,"lang":"en","type":"review","venue":"Water","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Surface runoff; Hydrological modelling; Low-impact development; Culvert; Infiltration (HVAC); Environmental science; Conceptual model; Hydrology (agriculture); Engineering; Geology; Meteorology; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001511788,0.001598818,0.001117519,0.003087252,0.0004221023,0.001989727,0.001794357,0.001161133,0.008574007],"category_scores_gemma":[0.003459466,0.0006567448,0.001322485,0.005226458,0.0004438264,0.001940553,0.0008475194,0.001062406,0.003371435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001440745,"about_ca_system_score_gemma":0.003480155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004245966,"about_ca_topic_score_gemma":0.004882775,"domain_scores_codex":[0.9992932,0.000127584,0.00009658012,0.000094261,0.000350785,0.00003750105],"domain_scores_gemma":[0.9984573,0.0008953279,0.0001483073,0.00007771188,0.0003856651,0.00003571787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004533782,0.00007792067,0.0006072488,0.02941295,0.0000984279,0.0001255718,0.0001298297,0.01427103,0.001473335,0.02648104,0.04037735,0.8868999],"study_design_scores_gemma":[0.000006887685,0.00005497899,0.0003850005,0.004479003,0.0001277215,0.0001779155,0.00006178937,0.002078949,0.0009450493,0.00509792,0.986552,0.00003285066],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001751077,0.9502159,0.02083797,0.001159518,0.0006409667,0.0001161018,0.001165177,0.0003118236,0.02380147],"genre_scores_gemma":[0.01006299,0.9678525,0.01428431,0.0003537903,0.000176573,0.0001409485,0.001181732,0.00008988681,0.005857297],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008574007,"threshold_uncertainty_score":0.02868289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2614091759094281,"score_gpt":0.39829148516767,"score_spread":0.1368823092582419,"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."}}