{"id":"W2876741208","doi":"10.1007/978-3-319-95645-9_2","title":"The Effect of Several Parameters on the Behavior of Asphalt Mixture in Libya","year":2018,"lang":"en","type":"book-chapter","venue":"Sustainable civil infrastructures","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Asphalt; Rut; Asphalt pavement; Geotechnical engineering; Hammer; Engineering; Materials science; Environmental science; Composite material; Structural 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":[0.0007950657,0.0004739685,0.000492766,0.0002358259,0.0001253922,0.00003875877,0.0005297867,0.0003732072,0.0006592778],"category_scores_gemma":[0.0001450309,0.0002813655,0.0001701444,0.0001165064,0.0003405215,0.000123811,0.0001037322,0.0006791937,0.00000841496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002989328,"about_ca_system_score_gemma":0.00008783137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003036239,"about_ca_topic_score_gemma":0.00007354144,"domain_scores_codex":[0.998016,0.00008015603,0.0006021676,0.0002401381,0.0005808263,0.0004807409],"domain_scores_gemma":[0.9983054,0.0005018961,0.0003079581,0.0006759334,0.0001657079,0.00004310436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001984634,0.00006605684,0.008101413,0.01206637,0.002057564,0.0001651708,0.007812769,0.6406562,0.001067557,0.1064656,0.1736088,0.04594787],"study_design_scores_gemma":[0.01272803,0.017621,0.07416459,0.00715181,0.003641617,0.00007338529,0.005540129,0.05661861,0.2176271,0.2889211,0.3077922,0.008120417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7880884,0.002051379,0.0001437499,0.00008311913,0.001433088,0.0060186,0.00009884191,0.0001692022,0.2019136],"genre_scores_gemma":[0.9750644,0.0001534312,0.00005291703,0.00003206129,0.0001517532,0.0002405725,0.0000431338,0.0001141153,0.02414761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5840376,"threshold_uncertainty_score":0.9999639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005525352946289266,"score_gpt":0.218564296455875,"score_spread":0.2130389435095857,"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."}}