{"id":"W4324138557","doi":"10.54327/set2023/v3.i1.48","title":"Impact of Road Pavement Condition on Vehicular Free Flow Speed, Vibration and In-Vehicle Noise","year":2023,"lang":"en","type":"article","venue":"Science Engineering and Technology","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Noise (video); Vibration; Automotive engineering; Traffic flow (computer networking); Transport engineering; Environmental science; Engineering; Computer science; Acoustics","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":[0.0002843601,0.0003173436,0.0003045181,0.0006453376,0.0002987908,0.0006994388,0.0001539691,0.000361114,0.001876561],"category_scores_gemma":[0.0009727056,0.0001616661,0.000327817,0.0004351037,0.0002697341,0.0003583154,0.0002676394,0.0002194642,0.0002952768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003392885,"about_ca_system_score_gemma":0.0003004591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01023972,"about_ca_topic_score_gemma":0.01154504,"domain_scores_codex":[0.9994698,0.0001017739,0.00003297328,0.0001002293,0.0001704416,0.0001247047],"domain_scores_gemma":[0.9989377,0.0003919917,0.0002573162,0.00004875104,0.0002676017,0.00009672519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004814662,0.0002544901,0.9745268,0.00005379676,0.0001299067,0.0003997016,0.0001776768,0.004204178,0.009372946,0.00005893354,0.0001337134,0.01020641],"study_design_scores_gemma":[0.000001644863,0.0002599831,0.9952967,0.000005059963,0.00004933521,0.0001146428,0.0002901497,0.002238139,0.001576214,0.00002421423,0.0001368184,0.000007222166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989055,0.00006899493,0.0002621385,0.000004941143,0.000004476224,0.000004885892,0.0001056015,0.000005481126,0.0006379148],"genre_scores_gemma":[0.9995947,0.00002984185,0.00006026772,0.000001642003,0.000001841942,0.00000148713,0.00007592985,0.000001272042,0.0002330295],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01023972,"threshold_uncertainty_score":0.02036023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003655678516085155,"score_gpt":0.2135502148183788,"score_spread":0.2098945363022936,"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."}}