{"id":"W4415259641","doi":"10.1007/978-3-031-97693-3_2","title":"Comparative Study of Stormwater Management Practices in 11 Climate-Impacted Jurisdictions","year":2025,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Stormwater management; Stormwater; Resilience (materials science); Low-impact development; Climate change; Green infrastructure; Adaptation (eye); Psychological resilience","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":[0.0004025748,0.0001123138,0.0001731871,0.001553948,0.000954557,0.0005612487,0.0004302059,0.0003022576,0.001974097],"category_scores_gemma":[0.001371198,0.0001126674,0.000212437,0.002959297,0.0006502558,0.0005130265,0.0006466241,0.0001884606,0.0001743403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001412393,"about_ca_system_score_gemma":0.0009253103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07080296,"about_ca_topic_score_gemma":0.2467437,"domain_scores_codex":[0.9994431,0.0002641292,0.00002224324,0.0000646876,0.00009840052,0.000107321],"domain_scores_gemma":[0.9989696,0.0003569903,0.0002538239,0.00004820883,0.0002207653,0.0001506833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00079993,0.00100256,0.9235628,0.0001167475,0.0001442629,0.001102703,0.0228837,0.002686138,0.004987925,0.001289759,0.001670409,0.03975309],"study_design_scores_gemma":[0.000007120672,0.0003344972,0.9861279,0.000007631153,0.00001826109,0.0000678454,0.01192358,0.0003562802,0.0002845957,0.00005019227,0.0008160847,0.000006078233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987695,0.00003562729,0.00003031384,0.00001637556,7.499371e-7,0.000005070713,0.00009468989,0.000002040563,0.001045751],"genre_scores_gemma":[0.9990657,0.00006615068,0.00008809762,0.00000863358,0.000001500958,0.000007289226,0.0001902441,0.000001298196,0.00057103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07080296,"threshold_uncertainty_score":0.1407817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487635781984229,"score_gpt":0.2674134415970628,"score_spread":0.2525370837772205,"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."}}