{"id":"W4402836861","doi":"10.1080/10298436.2024.2400557","title":"The influence of Multi-Layer Plastic Packaging (MPP) on the high-temperature performance of asphalt binders and mixtures using wet and dry mixing methods","year":2024,"lang":"en","type":"article","venue":"International Journal of Pavement Engineering","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Asphalt; Materials science; Mixing (physics); Composite material; Layer (electronics); Asphalt pavement; Geotechnical engineering; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009915051,0.0001554871,0.00015724,0.0002383366,0.00005479281,0.00008476365,0.0002077811,0.00004398072,0.000005839652],"category_scores_gemma":[0.0001169706,0.000101529,0.0000455007,0.0001318305,0.00004514703,0.0003467638,0.00004818854,0.0003106047,3.220652e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001024109,"about_ca_system_score_gemma":0.0000291986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003814071,"about_ca_topic_score_gemma":8.947991e-7,"domain_scores_codex":[0.9987656,0.00003300124,0.000502403,0.00009354261,0.0004609893,0.000144394],"domain_scores_gemma":[0.9990414,0.0005363151,0.000141873,0.00008624154,0.0001575976,0.00003658639],"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":[0.000009226866,0.000005936604,0.001192924,0.000137793,0.0002399283,0.000002502098,0.0003426895,0.6484387,0.347463,0.0002245063,0.000006811653,0.001935968],"study_design_scores_gemma":[0.0002971982,0.00006640552,0.01256442,0.00124563,0.0000481362,0.00001616941,0.0001359158,0.8020273,0.1833945,0.00001925836,0.00008478203,0.0001001969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847896,0.001849008,0.0120486,0.00009498619,0.001091618,0.00009984739,0.000004749176,0.00001814881,0.000003404638],"genre_scores_gemma":[0.9930259,0.0008051565,0.005987859,0.00001743617,0.0001311081,0.000003974175,0.00000100795,0.00002251036,0.000005049301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1640685,"threshold_uncertainty_score":0.4140232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0187714602783175,"score_gpt":0.2969015307283382,"score_spread":0.2781300704500207,"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."}}