{"id":"W4411396225","doi":"10.1007/978-3-031-88009-4_2","title":"Bituminous Binder","year":2025,"lang":"en","type":"book-chapter","venue":"RILEM state-of-the-art reports","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Asphalt; Materials science; Composite material; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001751392,0.001104108,0.0005513663,0.001947954,0.000951043,0.001993207,0.001163511,0.0007029032,0.1223124],"category_scores_gemma":[0.0003209778,0.0003222014,0.0003091737,0.001873542,0.0003458449,0.001408733,0.001155525,0.001130108,0.05438608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005926368,"about_ca_system_score_gemma":0.0005757597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001745102,"about_ca_topic_score_gemma":0.004554295,"domain_scores_codex":[0.9996064,0.00001499035,0.0000116854,0.00005707634,0.0002618755,0.00004788119],"domain_scores_gemma":[0.9998975,0.00001322897,0.00001136063,0.00002178978,0.0000364842,0.0000196822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003026845,0.0002171273,0.0003690294,0.0009909892,0.00002052594,0.0005616422,0.0002380963,0.001415517,0.1364105,0.05669342,0.1058106,0.6969699],"study_design_scores_gemma":[0.00001182075,0.0001150135,0.0007264283,0.0001180266,0.00001794868,0.0005919314,0.00006591313,0.0007310361,0.06176816,0.003619676,0.9322142,0.00001979041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01452061,0.01220772,0.01742604,0.0004700598,0.001249897,0.0001459198,0.001317109,0.002409379,0.9502533],"genre_scores_gemma":[0.03925063,0.00485845,0.004492747,0.000237037,0.00007708407,0.0000388329,0.00103144,0.000393581,0.9496201],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1223124,"threshold_uncertainty_score":0.4091758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008380680454957355,"score_gpt":0.2080636137629266,"score_spread":0.1996829333079693,"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."}}