{"id":"W4409476064","doi":"10.21809/rilemtechlett.2025.211","title":"Opening Letter of RILEM TC MWP: Mechanical wave propagation to characterize bituminous mixtures","year":2025,"lang":"en","type":"article","venue":"RILEM Technical Letters","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Asphalt; Materials science; Forensic engineering; Composite material; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004556893,0.0002510393,0.0003431465,0.0002834613,0.00006817943,0.00004172003,0.0003018507,0.0001577912,0.00009218325],"category_scores_gemma":[0.00008607515,0.0002457239,0.0001050437,0.00047109,0.00004463696,0.0002483524,0.0001332198,0.0003292025,0.00005396457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002177053,"about_ca_system_score_gemma":0.00002275199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005951464,"about_ca_topic_score_gemma":0.000003956585,"domain_scores_codex":[0.9981836,0.00004872373,0.0006316003,0.0003334173,0.0004105548,0.000392124],"domain_scores_gemma":[0.9992707,0.00008201089,0.00008585195,0.0004247089,0.00005595254,0.0000807187],"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":[0.00002843867,0.00002608074,0.0001332082,0.0001198125,0.00003601353,0.000006808863,0.00004577171,0.001789096,0.9769703,0.0005330868,0.01542962,0.004881759],"study_design_scores_gemma":[0.0009549513,0.0001647991,0.02078812,0.0005273895,0.0001138054,0.00001247177,0.0000113274,0.0287788,0.9270692,0.0001350692,0.02079086,0.0006531477],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.799134,0.00003339289,0.1902108,0.006759998,0.0007967288,0.00129369,0.00002116362,0.0006709473,0.001079293],"genre_scores_gemma":[0.9875589,0.000006343777,0.008072823,0.003800041,0.0002227907,0.0002009436,0.00005651949,0.00003780018,0.00004382789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1884249,"threshold_uncertainty_score":0.9999995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01476583850016498,"score_gpt":0.2406236547425117,"score_spread":0.2258578162423468,"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."}}