{"id":"W610862351","doi":"","title":"Using the MEPDG to Assess Climate Change Impacts on Southern Canadian Roads","year":2008,"lang":"en","type":"article","venue":"","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rut; Subbase; Climate change; Environmental science; Asphalt; Engineering; Geology; Geography","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0005779699,0.0003453273,0.0002431505,0.001387866,0.000844487,0.0007793821,0.0005225682,0.0002149492,0.0009446969],"category_scores_gemma":[0.001811661,0.0001418042,0.0003253815,0.002352434,0.0002215463,0.000369618,0.000475723,0.0002679019,0.0001709404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01036822,"about_ca_system_score_gemma":0.009591769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9735497,"about_ca_topic_score_gemma":0.9865955,"domain_scores_codex":[0.9995522,0.00004414629,0.00001518597,0.00006357417,0.0002291375,0.00009580026],"domain_scores_gemma":[0.9991831,0.00007938325,0.00008426201,0.00004768369,0.0005395848,0.00006604643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001912241,0.00005556942,0.8607122,0.00005777324,0.0001623407,0.0001862703,0.0003571537,0.09871676,0.002375423,0.0007708434,0.00168144,0.03473293],"study_design_scores_gemma":[0.000008626055,0.00002873033,0.9608596,0.000009121798,0.00002914661,0.00003361592,0.0003892125,0.03260144,0.001051924,0.0001411996,0.004826368,0.00002098921],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844558,0.0001011544,0.001478558,0.00005833708,0.000004424205,0.00004598622,0.007952975,0.00007980237,0.005822811],"genre_scores_gemma":[0.9924818,0.00009718021,0.002087945,0.00001274665,0.000001943103,0.00003652612,0.003981919,0.00001229385,0.001287665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02645034,"threshold_uncertainty_score":0.07522702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1883050353882018,"score_gpt":0.3216838001767,"score_spread":0.1333787647884982,"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."}}