{"id":"W4285196146","doi":"10.14796/jwmm.c488","title":"Assessment of and Solutions to the Stormwater Management System of Auburn University Campus in Auburn, Alabama","year":2022,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Auburn University","keywords":"Bioretention; Stormwater; Surface runoff; Environmental science; Swale; Stormwater management; Flooding (psychology); Low-impact development; Environmental engineering; Hydrology (agriculture); Water resource management; Civil engineering; Engineering; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001833753,0.0001599948,0.0002813294,0.0004834885,0.0003153573,0.00002184009,0.0006578921,0.00002099884,0.0001540393],"category_scores_gemma":[0.000001464356,0.000117931,0.0001095267,0.0003848501,0.00006519644,0.0002911722,0.002271754,0.0002122371,0.00000681929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009691413,"about_ca_system_score_gemma":0.00000667354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002436897,"about_ca_topic_score_gemma":0.00005832315,"domain_scores_codex":[0.9977219,0.0002025125,0.000667676,0.0002491468,0.0007864296,0.0003723254],"domain_scores_gemma":[0.9992601,0.00001288636,0.0002672109,0.0003533511,0.0000277253,0.00007877452],"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":[0.00004996024,0.0001861087,0.008611509,0.0001319436,0.0002139717,0.00009812316,0.00149032,0.9844691,0.0004326495,0.002559371,0.00101098,0.0007460292],"study_design_scores_gemma":[0.005105905,0.0008444139,0.07173231,0.0004337312,0.00137262,0.00008637938,0.05169981,0.8112494,0.0002216768,0.001015997,0.05533701,0.0009007909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8784347,0.00004498249,0.1112343,0.00119974,0.0003038605,0.0007920503,0.00001124845,0.00001550903,0.007963611],"genre_scores_gemma":[0.9928251,0.00003498578,0.005700922,0.0000555867,0.00001459843,0.00001081568,0.000002755859,0.00001393014,0.001341323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1732197,"threshold_uncertainty_score":0.4809088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01502321054960278,"score_gpt":0.2096275805415068,"score_spread":0.194604369991904,"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."}}