{"id":"W4405015916","doi":"10.1139/cjce-2024-0267","title":"Permeable friction course design with consideration of hydroplaning risk","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Hydraulic and Pneumatic Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Course (navigation); Engineering; Forensic engineering; Geotechnical engineering; Civil engineering; Aerospace engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003254126,0.0005272846,0.000370902,0.0004281545,0.0002182346,0.0005428803,0.0007314295,0.0004402918,0.001197416],"category_scores_gemma":[0.0009729549,0.0002284376,0.0002754101,0.0002049792,0.0003854787,0.0006005117,0.0003966281,0.0002688043,0.0001538568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005780964,"about_ca_system_score_gemma":0.0007071823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002624938,"about_ca_topic_score_gemma":0.002805191,"domain_scores_codex":[0.9997134,0.00004494104,0.00001000261,0.00005946196,0.0001022863,0.00006996416],"domain_scores_gemma":[0.9995849,0.0001060954,0.0001182597,0.00003274361,0.0001055297,0.00005252362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001294775,0.00004267409,0.002896717,0.00009912688,0.00001542122,0.0002274529,0.00005125009,0.9194664,0.03709671,0.002209023,0.0001857472,0.03758009],"study_design_scores_gemma":[0.00001628343,0.0006203839,0.002640981,0.00001214623,0.00002907707,0.0001757184,0.00005165438,0.9788623,0.01453981,0.001265372,0.001767104,0.0000192934],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.446657,0.0003216189,0.5452653,0.00008428094,0.00002302496,0.0001177449,0.00009578476,0.0004427425,0.006992495],"genre_scores_gemma":[0.9849044,0.00008224671,0.0141474,0.00000597739,0.000002809203,0.0000201394,0.00002236385,0.00001519765,0.0007996173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002624938,"threshold_uncertainty_score":0.005219281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008207884122018493,"score_gpt":0.1715786708229111,"score_spread":0.1633707867008926,"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."}}