{"id":"W4284693089","doi":"10.3390/polym14142780","title":"Rutting Behaviour of Geopolymer and Styrene Butadiene Styrene-Modified Asphalt Binder","year":2022,"lang":"en","type":"article","venue":"Polymers","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Rut; Asphalt; Materials science; Composite material; Creep; Geopolymer; Rheology; Styrene-butadiene; Modulus; Shear modulus; Styrene; Fly ash; Polymer; Copolymer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003223394,0.0001777286,0.0002043562,0.0002033682,0.00017782,0.0000142965,0.0001459257,0.00004405664,0.0008581534],"category_scores_gemma":[0.0000087415,0.0002068324,0.00004851279,0.0002699453,0.00004976203,0.0001864513,0.000113195,0.0001790724,0.000005937669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009569148,"about_ca_system_score_gemma":0.0000331315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001430283,"about_ca_topic_score_gemma":0.000007990368,"domain_scores_codex":[0.9986345,0.00004373256,0.0003492164,0.0002077493,0.0004155158,0.0003493064],"domain_scores_gemma":[0.9995441,0.00003520466,0.00009553794,0.0002151337,0.00002195291,0.0000881072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001674938,0.0003819691,0.144434,0.0005454796,0.0006662268,0.00002544109,0.009824751,0.2882529,0.2938671,0.001885033,0.001302845,0.2586467],"study_design_scores_gemma":[0.005204124,0.0006409372,0.07024961,0.0000749989,0.0004362689,0.00004805427,0.005766671,0.3695261,0.545073,0.0001725526,0.001216463,0.001591239],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931134,0.002797037,0.0004326185,0.00004736354,0.0004976096,0.0001962667,0.00004172559,0.000139489,0.002734493],"genre_scores_gemma":[0.9991087,0.0000563769,0.0001528403,0.00005653012,0.0000557319,0.00007560387,0.00004720129,0.00004598957,0.0004010597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2570555,"threshold_uncertainty_score":0.9396179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356293825469475,"score_gpt":0.2335654770855187,"score_spread":0.220002538830824,"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."}}