{"id":"W1669155311","doi":"10.1061/9780784479315.054","title":"Effect of Climate Changes Expected during Winter on Pavement Performance","year":2015,"lang":"en","type":"article","venue":"","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Frost (temperature); Environmental science; Cold climate; Climate change; Asphalt; Deformation (meteorology); Geotechnical engineering; Climatology; Geology; Meteorology; Materials science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0003659637,0.0001358378,0.0001452014,0.0001035155,0.00002259403,0.000007968783,0.00007851356,0.00003445082,0.0001474158],"category_scores_gemma":[0.000008833768,0.000109042,0.00002261911,0.0000989801,0.00001097821,0.0001373008,0.00002864667,0.00006331193,0.0001478136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001168465,"about_ca_system_score_gemma":0.000003783165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.783731e-7,"about_ca_topic_score_gemma":0.000003879808,"domain_scores_codex":[0.9992019,0.00002440556,0.0001708207,0.0001043425,0.00027655,0.0002219942],"domain_scores_gemma":[0.999681,0.00001877097,0.00003337165,0.0001798015,0.00003352656,0.00005356171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001078802,0.0002045489,0.1816113,0.005620525,0.0003679761,0.000008819669,0.006276242,0.4769703,0.2274501,0.0001223243,0.002412881,0.09787612],"study_design_scores_gemma":[0.001198877,0.001020669,0.01013828,0.000111968,0.00001445279,8.544787e-7,0.00006397835,0.09742055,0.8897525,5.763669e-7,0.0001384895,0.0001387696],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989642,0.0000364599,0.00009071412,0.00001431409,0.0002999431,0.0002611704,0.000001531247,0.0002214235,0.009432429],"genre_scores_gemma":[0.9995132,0.00008977652,0.00006592167,0.00001401473,0.0000748698,0.00005995606,0.000009940581,0.00002184552,0.0001504709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6623024,"threshold_uncertainty_score":0.4446602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01599806977755753,"score_gpt":0.2528829136001011,"score_spread":0.2368848438225435,"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."}}