{"id":"W2270314744","doi":"","title":"Effect of Coloring Pigment on Asphalt Mixture Performance: Case for Use in Ontario","year":2016,"lang":"en","type":"article","venue":"Transportation Research Board 95th Annual MeetingTransportation Research Board","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asphalt; Rut; Aggregate (composite); Environmental science; Cracking; Stiffness; Asphalt pavement; Forensic engineering; Civil engineering; Engineering; Materials science; Composite material; Structural engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009498248,0.0004648312,0.0006140469,0.001693565,0.0003864291,0.00007152402,0.0004086256,0.000342222,0.0002735301],"category_scores_gemma":[0.0003303231,0.0003831637,0.0001984714,0.001295835,0.0003383752,0.001389859,0.000008809711,0.001211783,0.00004161802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009702148,"about_ca_system_score_gemma":0.0003408499,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01297513,"about_ca_topic_score_gemma":0.2527856,"domain_scores_codex":[0.9925014,0.0006737843,0.001393034,0.0008029951,0.003016869,0.001611877],"domain_scores_gemma":[0.9940166,0.003221369,0.0001524431,0.0005416052,0.001679646,0.000388303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0105865,0.0004843133,0.8024526,0.004575616,0.0002801576,0.0005775086,0.01220804,0.08428467,0.02123172,0.0007206235,0.002595362,0.0600029],"study_design_scores_gemma":[0.01210591,0.008917612,0.8094384,0.002406583,0.00008977043,0.000003452784,0.001592128,0.01116682,0.14564,0.0001005048,0.007567894,0.0009709129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930527,0.00004463578,0.001585324,0.000146953,0.000283006,0.004080096,0.0003790371,0.0001722485,0.0002560359],"genre_scores_gemma":[0.9952434,0.0002151252,0.001417806,0.00001313739,0.00009371918,0.00204032,0.0002273263,0.000115328,0.0006338351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2398105,"threshold_uncertainty_score":0.999862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06383131089084076,"score_gpt":0.3615973421000118,"score_spread":0.297766031209171,"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."}}