{"id":"W4289177580","doi":"10.3390/infrastructures7080100","title":"Traffic and Climate Impacts on Rutting and Thermal Cracking in Flexible and Composite Pavements","year":2022,"lang":"en","type":"article","venue":"Infrastructures","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; George Brown College","funders":"","keywords":"Rut; Cracking; Geotechnical engineering; Seal (emblem); Fatigue cracking; Composite number; Materials science; Environmental science; Composite material; Asphalt; Geology; Geography","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":[0.0003066088,0.0003483868,0.0002402712,0.0007736952,0.0002866143,0.0003624943,0.000205563,0.0002449233,0.0006637542],"category_scores_gemma":[0.0004392515,0.0002029018,0.0002971406,0.0003341129,0.0003351002,0.0002973835,0.0002451569,0.0002067347,0.00008615111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004257914,"about_ca_system_score_gemma":0.0001658533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01977843,"about_ca_topic_score_gemma":0.04095824,"domain_scores_codex":[0.9997943,0.00003090897,0.000009052215,0.00005824166,0.0000607578,0.00004671666],"domain_scores_gemma":[0.9995039,0.0001261377,0.0001364057,0.00003883682,0.0001486309,0.00004621462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007328182,0.0003263815,0.6725075,0.00006300955,0.0002123073,0.0005645641,0.0004307718,0.02910104,0.2841228,0.000118433,0.00006932228,0.0117511],"study_design_scores_gemma":[0.000003295603,0.0003858,0.9740086,0.000001992575,0.00004091785,0.00009002857,0.0001807911,0.008354252,0.01680604,0.00001799142,0.00009865616,0.00001168393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998047,0.000006548932,0.0001086047,4.863854e-7,2.7862e-7,0.000001244257,0.00001816675,0.000002292999,0.00005770504],"genre_scores_gemma":[0.9997644,0.000007151287,0.00008177568,4.856146e-7,3.745949e-7,0.000001569836,0.00005521348,0.000001690185,0.00008752458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01977843,"threshold_uncertainty_score":0.03932661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008187723547947612,"score_gpt":0.2394789975192904,"score_spread":0.2312912739713428,"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."}}