{"id":"W4403611767","doi":"10.1007/s42464-024-00285-z","title":"Rheological simulation of bituminous mixes with crumb rubber by the dry process","year":2024,"lang":"en","type":"article","venue":"Journal of Rubber Research","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Crumb rubber; Asphalt; Rheology; Materials science; Process (computing); Natural rubber; Composite material; Computer science","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":[0.002255077,0.00009564419,0.0001560039,0.0002310734,0.00007599843,0.00007429166,0.0002432124,0.00006578845,0.0001862349],"category_scores_gemma":[0.0001013547,0.00005280751,0.00004990715,0.000543232,0.00013479,0.000416187,0.00002618256,0.0006526061,0.0000250865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102926,"about_ca_system_score_gemma":0.0001164369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004876969,"about_ca_topic_score_gemma":0.000004528989,"domain_scores_codex":[0.9979184,0.0001096218,0.0003770542,0.00009281738,0.00124558,0.000256504],"domain_scores_gemma":[0.9989368,0.0004129292,0.00006226161,0.0001222339,0.0004067206,0.00005911179],"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":[0.0002903708,0.0001715988,0.01455957,0.001038031,0.0004159944,0.00006836748,0.003158106,0.918454,0.01838479,0.0003394077,0.008373874,0.03474591],"study_design_scores_gemma":[0.0005406074,0.0009305179,0.00518959,0.0005765148,0.00006168196,0.00005943011,0.0007144812,0.9474314,0.03840807,0.001106723,0.004805355,0.0001755994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989292,0.002529776,0.006116257,0.0003887264,0.0001469169,0.0002236335,0.000003125682,0.0000289171,0.001270625],"genre_scores_gemma":[0.9991603,0.0001343,0.0001907004,0.0000087425,0.0001417386,0.000009707376,0.000002338003,0.00002189715,0.0003303122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03457031,"threshold_uncertainty_score":0.2835285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0619259594935747,"score_gpt":0.3965275157531934,"score_spread":0.3346015562596187,"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."}}