{"id":"W4253149245","doi":"10.11159/icgre20.145","title":"Stiffness and Rutting Assessment of Asphalt Mixtures Using Steel SlagAggregates","year":2020,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Asphalt; Rut; Slag (welding); Stiffness; Materials science; Asphalt pavement; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004833968,0.0004385963,0.0002951628,0.001177588,0.0001891232,0.0003185254,0.0003329263,0.0004044435,0.0006990064],"category_scores_gemma":[0.0004924705,0.0002294866,0.000364405,0.0006076078,0.0001957596,0.0003722917,0.0002507645,0.0002688889,0.000206427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669048,"about_ca_system_score_gemma":0.00008753221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00105241,"about_ca_topic_score_gemma":0.004741848,"domain_scores_codex":[0.9991812,0.00009601582,0.0000542236,0.00008114868,0.0005343135,0.00005304668],"domain_scores_gemma":[0.9994412,0.0001088834,0.0001757613,0.00003162391,0.0002019196,0.000040598],"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":[0.0003008512,0.000117086,0.01625279,0.0001284713,0.00003512006,0.0002520896,0.0001239084,0.002558592,0.969464,0.00004689487,0.00005424023,0.010666],"study_design_scores_gemma":[0.000007057351,0.002622592,0.09623535,0.00002058321,0.000109531,0.0005110763,0.0004862275,0.01122414,0.8874916,0.00005828131,0.00119554,0.00003793059],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968086,0.000386022,0.002077601,0.000007551236,0.000007940193,0.00001256185,0.0001033202,0.00002560338,0.0005708137],"genre_scores_gemma":[0.9973105,0.0002093284,0.001793791,0.000005669292,0.000002476203,0.000006951112,0.00008146954,0.000005754662,0.0005841368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001177588,"threshold_uncertainty_score":0.002556443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01058529616317667,"score_gpt":0.2191155829251013,"score_spread":0.2085302867619246,"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."}}