{"id":"W4385839457","doi":"10.3390/engproc2023036060","title":"Innovative Design of Paving Cold Mix and Cohesive Overlays for Sustainable Pavement Maintenance","year":2023,"lang":"en","type":"article","venue":"","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Overlay; Skid (aerodynamics); Asphalt; Cracking; Service life; Asphalt pavement; Icing; Engineering; Forensic engineering; Materials science; Structural engineering; Computer science; Composite material; Mechanical engineering; 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":[0.0001369153,0.0004564766,0.0002482862,0.0005459451,0.0001691025,0.0003167249,0.0004310199,0.0003254281,0.0007076545],"category_scores_gemma":[0.0001572621,0.0001973124,0.0002472718,0.0002217855,0.0001382037,0.0003864895,0.0002651272,0.0002149927,0.0002478786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001734654,"about_ca_system_score_gemma":0.0002071755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003472384,"about_ca_topic_score_gemma":0.001326221,"domain_scores_codex":[0.9998736,0.00001078931,0.000006213766,0.00002887641,0.00005600555,0.00002449809],"domain_scores_gemma":[0.9999005,0.000007133528,0.00003046959,0.000007182083,0.00003027524,0.00002439658],"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":[0.00005359986,0.00005566162,0.0005026923,0.0001351619,0.00001237686,0.0001112113,0.00002448785,0.003704002,0.9815688,0.0004835105,0.0001299773,0.01321843],"study_design_scores_gemma":[0.00006170413,0.00223742,0.01420341,0.00004592491,0.0001878081,0.000806202,0.0001724986,0.07056368,0.8911178,0.000518136,0.02002786,0.00005752631],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9028585,0.002045984,0.08989661,0.00006437857,0.0001073739,0.0001127124,0.0001020566,0.0003479866,0.004464391],"genre_scores_gemma":[0.9635398,0.0004453348,0.03422467,0.00001786393,0.00001802365,0.00006345001,0.00004945773,0.00001952217,0.001621857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007076545,"threshold_uncertainty_score":0.002367318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504626208546742,"score_gpt":0.2560970349450569,"score_spread":0.2310507728595894,"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."}}