{"id":"W2119848721","doi":"10.1139/l10-041","title":"Quiet and durable pavements: Findings from an Ontario study","year":2010,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba; University of Waterloo; Ministry of Transportation of Ontario","funders":"","keywords":"Durability; Skid (aerodynamics); Traffic noise; Noise (video); Asphalt; Portland cement; Noise reduction; Wearing course; Noise control; Engineering; Roadway noise; Noise barrier; Structural engineering; Forensic engineering; Civil engineering; Environmental science; Cement; Computer science; Materials science; Composite material","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003850123,0.0001481965,0.000176088,0.0002735754,0.00006387421,0.00009657217,0.000164365,0.0000673177,0.0008420513],"category_scores_gemma":[0.00003236976,0.0001607631,0.000026331,0.00009775914,0.00001193424,0.0006874524,0.000006631764,0.000511165,0.000006533308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002257005,"about_ca_system_score_gemma":0.0002036342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01648269,"about_ca_topic_score_gemma":0.949041,"domain_scores_codex":[0.9991307,0.000007064372,0.0003157035,0.00009400341,0.0001790369,0.0002734752],"domain_scores_gemma":[0.9992604,0.00001963627,0.00004153082,0.0001504315,0.00006252425,0.0004654762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007886611,0.00004646372,0.6811571,0.00004979809,0.0003311053,0.0001501398,0.01985856,0.2605354,0.03520782,0.00005377319,0.001421463,0.001180452],"study_design_scores_gemma":[0.001763545,0.0003889393,0.8885753,0.0001217604,0.0001211765,0.00005366223,0.001077013,0.09496763,0.002185861,0.00006960339,0.01011046,0.0005650033],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971046,0.00008626849,0.001072991,0.00001463074,0.001249239,0.0001178814,0.000005576727,0.00002692366,0.000321825],"genre_scores_gemma":[0.9991921,0.000004675407,0.0005048725,0.00001756657,0.0002027655,0.000003868504,0.000005075352,0.00003212259,0.00003702145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9325583,"threshold_uncertainty_score":0.9900666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008420981345104009,"score_gpt":0.2022529022646476,"score_spread":0.1938319209195437,"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."}}