{"id":"W1487384476","doi":"10.25439/rmt.27354216","title":"Laboratory scale study of infiltration from pervious pavements","year":2010,"lang":"en","type":"dissertation","venue":"RMIT Research Repository (RMIT University Library)","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impervious surface; Stormwater; Pervious concrete; Infiltration (HVAC); Surface runoff; Environmental science; Storm; Hydrology (agriculture); Stormwater management; Urbanization; Drainage; Bioretention; Urban runoff; Sanitary sewer; Geotechnical engineering; Geology; Environmental engineering; Meteorology; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002657768,0.0003063851,0.0003433701,0.0004795574,0.0008257314,0.0001363599,0.00133705,0.0003953589,0.001764726],"category_scores_gemma":[0.00001826935,0.000355932,0.0001146185,0.001046385,0.0002818908,0.001714168,0.0006757066,0.001150023,0.0002878292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003498323,"about_ca_system_score_gemma":0.0001669255,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01114273,"about_ca_topic_score_gemma":0.00725866,"domain_scores_codex":[0.9960786,0.0005806006,0.0003822888,0.0008581231,0.001612774,0.0004876766],"domain_scores_gemma":[0.9982209,0.00009700609,0.0002926823,0.001047712,0.00008925838,0.0002524808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003970241,0.002821409,0.829713,0.0001170611,0.0003508888,0.0003365769,0.0103463,0.00005201009,0.05566644,0.00008484763,0.09966698,0.0004474696],"study_design_scores_gemma":[0.001427166,0.0006931431,0.8669069,0.0001090702,0.0002292891,5.835772e-7,0.02371061,0.00007830526,0.03465251,0.0001002628,0.07141587,0.0006762387],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9080268,0.00003037831,0.000003296248,0.00003810256,0.0004567524,0.001049216,0.00006687251,0.0001184415,0.09021021],"genre_scores_gemma":[0.8598322,0.00002392647,0.0002776544,0.000008764902,0.0001106085,0.00001089926,0.0005914969,0.00005134285,0.1390932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04888296,"threshold_uncertainty_score":0.9998893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01429136309362076,"score_gpt":0.2376865645711911,"score_spread":0.2233952014775703,"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."}}