{"id":"W2332202147","doi":"10.2166/wst.2013.450","title":"Assessing the potential for restoration of surface permeability for permeable pavements through maintenance","year":2013,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Toronto","funders":"","keywords":"Clogging; Infiltration (HVAC); Stormwater; Permeability (electromagnetism); Environmental science; Geotechnical engineering; Engineering; Surface runoff; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008954172,0.0003033115,0.0002961053,0.0003158657,0.0003404728,0.0005920434,0.0005390918,0.0004303035,0.0006626936],"category_scores_gemma":[0.001517428,0.0001226977,0.0003133251,0.00022316,0.0005326076,0.0005459103,0.0002984708,0.000301509,0.00008735668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001264522,"about_ca_system_score_gemma":0.0007442697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02016462,"about_ca_topic_score_gemma":0.04832619,"domain_scores_codex":[0.9993902,0.0001195993,0.00002386393,0.00006084008,0.0003006329,0.0001048531],"domain_scores_gemma":[0.9991896,0.0002375875,0.0001658879,0.00005573506,0.0002862874,0.00006490784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001843954,0.0008127098,0.1564606,0.0006156834,0.0001342292,0.0005378971,0.001284813,0.009687006,0.7574838,0.0002403133,0.0002150729,0.07068387],"study_design_scores_gemma":[0.00005021544,0.01821992,0.5888202,0.00004556084,0.0002542409,0.000491473,0.001680273,0.007655667,0.3791761,0.0002229324,0.003337027,0.00004644665],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998521,0.00009741212,0.0007204525,0.00001265383,0.000001621906,0.00003740966,0.00004141255,0.00001192195,0.0005561611],"genre_scores_gemma":[0.9988114,0.00006971316,0.0006995899,0.000005010184,8.293072e-7,0.00000854645,0.00003695739,0.000003401463,0.0003645913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02016462,"threshold_uncertainty_score":0.04009449,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02020855176046181,"score_gpt":0.2699198466706891,"score_spread":0.2497112949102273,"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."}}