{"id":"W2564824718","doi":"","title":"Influence of pavement management on road traffic emissions and associated costs","year":2016,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fonds de recherche du Québec – Nature et technologies","keywords":"Transport engineering; Cost–benefit analysis; Environmental impact assessment; Environmental science; Business; Environmental economics; Environmental resource management; Engineering; Environmental planning; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001279986,0.0004207485,0.0002390209,0.0009278181,0.0002939403,0.001160918,0.0004065508,0.0002915813,0.001801689],"category_scores_gemma":[0.003818417,0.0001487065,0.0004549213,0.0007025794,0.0003916262,0.0005584389,0.0003699025,0.0002601564,0.00009481286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003505152,"about_ca_system_score_gemma":0.001458211,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04806449,"about_ca_topic_score_gemma":0.08720639,"domain_scores_codex":[0.999126,0.0003536693,0.0000262529,0.00006361753,0.0002545364,0.0001759527],"domain_scores_gemma":[0.9973694,0.001804982,0.0002514061,0.00007726264,0.0004267355,0.00007019209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001402574,0.0003109686,0.165379,0.0002428131,0.0002687506,0.0008645101,0.0001664071,0.741302,0.01193828,0.003921801,0.0004558156,0.07374712],"study_design_scores_gemma":[0.0000498573,0.001286881,0.6008562,0.00007145209,0.0005196201,0.0003678812,0.0009004714,0.3682048,0.02132392,0.002709827,0.003609624,0.00009945528],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9930212,0.0002084609,0.001142691,0.00003751561,0.000005481716,0.00003887658,0.0001734658,0.000009573493,0.005362794],"genre_scores_gemma":[0.9984524,0.00008449392,0.0005343278,0.000002383157,0.000001281587,0.000008443676,0.00005276201,0.000003625421,0.0008603397],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9519355,"threshold_uncertainty_score":0.09556949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003838051339203086,"score_gpt":0.2176382481713513,"score_spread":0.2138001968321482,"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."}}