{"id":"W4407871702","doi":"10.2139/ssrn.5117235","title":"Modeling of stormwater infiltration basin enhanced with drywells technique","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Stormwater; Infiltration (HVAC); Stormwater management; Environmental science; Structural basin; Hydrology (agriculture); Surface runoff; Geology; Geography; Geotechnical engineering; Geomorphology; Meteorology; Ecology; Biology","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":[0.00009770739,0.0003800792,0.0004349036,0.0002172327,0.0003391766,0.00049724,0.0006265509,0.0007003793,0.002082864],"category_scores_gemma":[0.0002308236,0.0002298904,0.0004015174,0.0003439872,0.0002187153,0.0005027389,0.0003083425,0.0003243864,0.0001624987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004684899,"about_ca_system_score_gemma":0.0006811506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03122777,"about_ca_topic_score_gemma":0.02298144,"domain_scores_codex":[0.9999363,0.00001369328,0.000002866071,0.00001419099,0.00001550261,0.00001743651],"domain_scores_gemma":[0.999927,0.00002350209,0.00001103202,0.000006179361,0.00002182774,0.00001034969],"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":[0.00002539661,0.00003069124,0.001732162,0.0000178205,0.000009953161,0.00007972912,0.00001809656,0.9896982,0.003045759,0.001327419,0.0003867054,0.003628004],"study_design_scores_gemma":[0.000004612812,0.000006772038,0.0003371076,0.000001159565,0.000002939316,0.000005433883,0.000004637827,0.9988808,0.0004087364,0.0000887592,0.0002567331,0.000002246742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7788016,0.0006760046,0.17815,0.0005009156,0.0001475476,0.0000905316,0.001081704,0.001407033,0.03914468],"genre_scores_gemma":[0.9884564,0.0001795051,0.006391604,0.00002023789,0.0000142456,0.00002727096,0.0001498136,0.00005092622,0.004709987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03122777,"threshold_uncertainty_score":0.06209201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003956096068978154,"score_gpt":0.2014919596525279,"score_spread":0.1975358635835498,"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."}}