{"id":"W4306321479","doi":"10.1520/jte20220274","title":"Comparing Rheological Indexes to Optimize Rejuvenator Dosage for Asphalt Binders Containing High Ratios of Recycled Asphalt","year":2022,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Asphalt; Materials science; Rheology; Rut; Compaction; Composite material; Asphalt pavement; Viscosity","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004708805,0.0001265256,0.0003199616,0.0002415367,0.0002118879,0.00003324359,0.0001244034,0.00004421983,0.00007618092],"category_scores_gemma":[0.001453103,0.0001249508,0.00005171057,0.0002765173,0.00001841119,0.0003064879,0.00004784047,0.0002081702,5.395513e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002574587,"about_ca_system_score_gemma":0.0001060825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001114298,"about_ca_topic_score_gemma":0.00000286328,"domain_scores_codex":[0.9980715,0.0001648233,0.000763917,0.0001256842,0.0006858197,0.0001882663],"domain_scores_gemma":[0.9982856,0.0006205519,0.0004796562,0.00008961139,0.0004445851,0.00008001659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000196062,0.00003067944,0.01629597,0.00005489841,0.00006089809,0.000001036823,0.0005127351,0.9421704,0.009408481,0.00005041004,0.0003496754,0.03086872],"study_design_scores_gemma":[0.00262108,0.001242415,0.01918955,0.0001618836,0.0001413874,0.00002472905,0.0005567219,0.9726521,0.002424296,0.0008022751,0.00003711003,0.0001464258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694594,0.0003458594,0.02889099,0.000166018,0.0004998391,0.0004396382,0.000003723306,0.00003363627,0.0001608689],"genre_scores_gemma":[0.9747882,0.00001236097,0.02490523,0.00006504262,0.000118216,0.00007526072,0.00001010129,0.00001802585,0.000007561517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0307223,"threshold_uncertainty_score":0.5095345,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09207061057406468,"score_gpt":0.3094956039111216,"score_spread":0.2174249933370569,"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."}}