{"id":"W4394980779","doi":"10.2139/ssrn.4801441","title":"Rainfall Runoff Response Characteristics of Typical Urban Roads Based on Laboratory Tests","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Flood Risk Assessment and Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Surface runoff; Environmental science; Hydrology (agriculture); Geotechnical engineering; Engineering; Ecology","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":[0.0003182228,0.0002842381,0.0002173628,0.0004738645,0.0001490639,0.0003049419,0.0003705909,0.0002978539,0.001865223],"category_scores_gemma":[0.000805798,0.0001054171,0.0002213697,0.0004541356,0.0001966422,0.0002525816,0.0001704078,0.0001711867,0.0004285194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001586939,"about_ca_system_score_gemma":0.0001465747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009625143,"about_ca_topic_score_gemma":0.001096044,"domain_scores_codex":[0.9997559,0.00005644985,0.00002224193,0.00006441195,0.00005674802,0.00004418714],"domain_scores_gemma":[0.9993594,0.000289983,0.0000967844,0.0000760039,0.0001278085,0.00005004911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001946879,0.001115819,0.09248877,0.0002649176,0.0001477831,0.0004573875,0.0005851549,0.07981467,0.7864121,0.0005500498,0.001729569,0.0344869],"study_design_scores_gemma":[0.0001821247,0.005826874,0.340999,0.00002854352,0.0002837222,0.0006217021,0.001255017,0.1222763,0.525175,0.0008450562,0.002384614,0.0001221103],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954203,0.00003588666,0.00277032,0.000006628849,0.000005434179,0.00002322114,0.0005774242,0.0001264284,0.001034408],"genre_scores_gemma":[0.9988294,0.00003028365,0.000477896,0.000002857054,0.000002407827,0.00001464035,0.0004021579,0.00000964435,0.0002307023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001865223,"threshold_uncertainty_score":0.006239772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004824485900885939,"score_gpt":0.2388141131712305,"score_spread":0.2339896272703446,"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."}}