{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007182483,0.0002674899,0.0002736739,0.0001957831,0.00002799405,0.00001338472,0.000134305,0.000190252,0.0001727489],"category_scores_gemma":[0.00001453746,0.0002114572,0.00004409348,0.0000790643,0.00003217101,0.00002451821,0.00004602166,0.0001573768,0.00005044871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001652306,"about_ca_system_score_gemma":0.000008473844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001464796,"about_ca_topic_score_gemma":0.0000319231,"domain_scores_codex":[0.9991111,0.00001560137,0.0001621137,0.0002128586,0.0002120884,0.000286215],"domain_scores_gemma":[0.9995223,0.00001965054,0.00009547409,0.000265539,0.00001840683,0.00007866359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004505446,0.0001100723,0.0007700109,0.001218813,0.00155313,0.0001340424,0.001065064,0.0445407,0.00538658,0.001705038,0.8150331,0.1284384],"study_design_scores_gemma":[0.001837388,0.0001587792,0.01690538,0.009696116,0.0001658111,0.00000296367,0.0002290871,0.0003528829,0.003040797,0.00003706736,0.9664215,0.001152199],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3247454,0.001155426,0.0001827524,0.0001629142,0.001807323,0.001228294,0.0001621266,0.0009996578,0.6695561],"genre_scores_gemma":[0.687477,0.001418491,0.0002469729,0.00004953827,0.0002494884,0.00004589306,0.00001401779,0.0003809924,0.3101176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3627316,"threshold_uncertainty_score":0.8622972,"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."}}