{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008280354,0.000315719,0.0008574248,0.0001107883,0.000238688,0.00002342278,0.0004653969,0.0001227862,0.0004979303],"category_scores_gemma":[0.00001231088,0.0001966226,0.0001994505,0.0002065265,0.0007462099,0.0001766745,0.000723463,0.0001548418,0.0005568484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003732153,"about_ca_system_score_gemma":0.00006346369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001580946,"about_ca_topic_score_gemma":0.000001837728,"domain_scores_codex":[0.9976398,0.0003034041,0.0006303903,0.000560181,0.0003620314,0.0005042441],"domain_scores_gemma":[0.9988828,0.0001944411,0.0001650618,0.0005553235,0.00007752119,0.0001249094],"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":[0.00005720012,0.0004329396,0.000009885276,0.2701012,0.0008378041,0.000005089994,0.002081109,0.0001380165,0.00003101029,0.0001278114,0.3237412,0.4024367],"study_design_scores_gemma":[0.0001093801,0.0001451161,0.000004217406,0.01292775,0.0002391781,0.000005656851,0.00001049092,0.00008068397,0.00002397125,0.0002651086,0.9859427,0.0002457652],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005256492,0.9702749,0.02229609,0.00002678932,0.00002135451,0.006974034,0.0000435373,0.00002420791,0.0003338602],"genre_scores_gemma":[0.00002416885,0.9832067,0.01110703,0.00004992581,0.00003097742,0.004293335,0.0002149314,0.00004485053,0.00102801],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6622015,"threshold_uncertainty_score":0.8018037,"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."}}