{"id":"W2605579688","doi":"","title":"Performance Evaluation of Recycled Asphalt Shingles (RAS) in Hot Mix Asphalt (HMA): An Ontario Perspective","year":2011,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shingles; Asphalt; Asphalt pavement; Perspective (graphical); Waste management; Engineering; Environmental science; Materials science; Composite material; Medicine; Virology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001038091,0.0004024251,0.0006023119,0.0007499804,0.0001143778,0.00001373507,0.000484935,0.0004409432,0.001222232],"category_scores_gemma":[0.00002011402,0.0005222964,0.0001362428,0.000362444,0.00007217871,0.001291074,0.00003625642,0.0004448022,0.00003275282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001466815,"about_ca_system_score_gemma":0.0004166735,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2070786,"about_ca_topic_score_gemma":0.8077115,"domain_scores_codex":[0.997646,0.0001519549,0.000385057,0.0004684878,0.0009655048,0.0003830307],"domain_scores_gemma":[0.9981611,0.00002380857,0.0004219538,0.0004665738,0.0008261934,0.0001003039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0015074,0.0005319544,0.02204544,0.001216478,0.0005293657,0.00001068237,0.8922008,0.03417455,0.008494033,0.0002405754,0.0003002136,0.03874847],"study_design_scores_gemma":[0.004155752,0.0008127228,0.5139494,0.001301692,0.001052473,0.000002116422,0.2368039,0.2187072,0.02157005,0.000361086,0.0000757393,0.001207833],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924745,0.0002891947,0.00001481375,0.00001108381,0.0005432722,0.0007004823,0.00001766123,0.00009165557,0.005857349],"genre_scores_gemma":[0.9748954,0.000274441,0.0008462724,0.000002875431,0.00003964753,0.000006181127,0.0007203511,0.00005927829,0.02315561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6553969,"threshold_uncertainty_score":0.9997228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02700861082333792,"score_gpt":0.2350203948944719,"score_spread":0.208011784071134,"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."}}