{"id":"W4390121764","doi":"10.1061/jswbay.sweng-533","title":"A Synthesis of Climate Change Impacts on Stormwater Management Systems: Designing for Resiliency and Future Challenges","year":2023,"lang":"en","type":"article","venue":"Journal of Sustainable Water in the Built Environment","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Stormwater; Climate change; Environmental resource management; Stormwater management; Computer science; Set (abstract data type); Environmental science; Risk analysis (engineering); Environmental planning; Business; Surface runoff","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":[0.003336931,0.001037301,0.0006952811,0.002814697,0.001209682,0.004798147,0.0007962453,0.001444999,0.01546103],"category_scores_gemma":[0.009878451,0.0004902455,0.001074243,0.003431826,0.001011553,0.004823089,0.001829506,0.001947334,0.001221256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005113991,"about_ca_system_score_gemma":0.007507248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007647126,"about_ca_topic_score_gemma":0.01250334,"domain_scores_codex":[0.9985721,0.000533518,0.0001676809,0.000202658,0.0003830298,0.0001409214],"domain_scores_gemma":[0.9946398,0.003484099,0.0002889223,0.000251477,0.001121706,0.0002140331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001987907,0.0001559203,0.003875277,0.03475292,0.0002710216,0.000201256,0.004710604,0.01697609,0.002665749,0.2466836,0.03168441,0.6578243],"study_design_scores_gemma":[0.00002143411,0.0002811594,0.008531113,0.03441578,0.0003902607,0.000121855,0.006243579,0.003641286,0.00148444,0.1003804,0.8444281,0.00006065434],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02837845,0.6060938,0.09918766,0.04330661,0.003906449,0.0006923831,0.002345277,0.0003911883,0.2156982],"genre_scores_gemma":[0.202534,0.7178797,0.05823179,0.005216823,0.001016879,0.0008625155,0.001210411,0.000183607,0.01286434],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01546103,"threshold_uncertainty_score":0.05172229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02595738513118308,"score_gpt":0.2345575419763967,"score_spread":0.2086001568452136,"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."}}