{"id":"W4412977071","doi":"10.14796/jwmm.c559","title":"Evaluation of the Impact of Rainfall Increases on Runoff in Urban Watersheds","year":2025,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Surface runoff; Environmental science; Hydrology (agriculture); Low-impact development; Urban runoff; Water resource management; Geography; Stormwater management; Geology; Stormwater; Geotechnical engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001280531,0.0003575808,0.0003452675,0.0007180014,0.0001464532,0.0004709445,0.0003250018,0.0003178832,0.0004570895],"category_scores_gemma":[0.002259535,0.0001526845,0.0004503386,0.000800323,0.0002684217,0.0004635104,0.0003946919,0.0002295339,0.00006902494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005090075,"about_ca_system_score_gemma":0.0002620444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001488314,"about_ca_topic_score_gemma":0.002004245,"domain_scores_codex":[0.9991466,0.0002977196,0.00005585537,0.000142677,0.0003018096,0.00005531314],"domain_scores_gemma":[0.9983321,0.001086693,0.0002467149,0.0001005049,0.0001974612,0.00003655668],"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":[0.0009000687,0.0005588201,0.2737046,0.0003880096,0.0003768476,0.000528211,0.0002836436,0.5320045,0.1207437,0.0005611496,0.0002349592,0.06971559],"study_design_scores_gemma":[0.0000254081,0.002423494,0.4637128,0.00002660892,0.0001737365,0.0002188215,0.000484692,0.4613295,0.07006751,0.0006053282,0.0008770961,0.00005508179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915936,0.00005009342,0.007475085,0.00001124583,0.000004168339,0.00005611374,0.0002019843,0.00005018192,0.0005575934],"genre_scores_gemma":[0.9972899,0.0000427861,0.002414228,0.000003480179,0.000002000554,0.00002187235,0.0001336174,0.000004936685,0.0000870875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001488314,"threshold_uncertainty_score":0.006772161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0259820050438093,"score_gpt":0.2770482458222636,"score_spread":0.2510662407784543,"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."}}