{"id":"W4381798474","doi":"10.3390/su15139950","title":"Study on the Reflective Principle and Long-Term Skid Resistance of a Sustainable Hydrophobic Hot-Melt Marking Paint","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Department of Transportation of Zhejiang Province; U.S. Department of Transportation","keywords":"Skid (aerodynamics); Retroreflector; Materials science; Durability; Coating; Composite material; Abrasion (mechanical); Coefficient of friction; Asphalt; Tile; Forensic engineering; Engineering; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.00280237,0.0002018437,0.0002306817,0.000164522,0.0002352857,0.00003907649,0.0001969681,0.0000578015,0.00002329546],"category_scores_gemma":[0.0007296082,0.0001635806,0.00004839122,0.0008606979,0.0001189657,0.0001947142,0.0001589617,0.0002351369,0.000005735578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338966,"about_ca_system_score_gemma":0.0001450128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001554479,"about_ca_topic_score_gemma":0.00006739004,"domain_scores_codex":[0.9981594,0.0002333492,0.0003615889,0.0003393443,0.0004042778,0.0005020144],"domain_scores_gemma":[0.9984941,0.0003002665,0.00008467876,0.00063893,0.0004295314,0.00005244202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008088286,0.0007924971,0.9063085,0.005675472,0.0003689549,0.0002891483,0.04415815,0.02428702,0.00153064,0.01221829,0.0009069699,0.00265548],"study_design_scores_gemma":[0.0004944246,0.0002785799,0.9707373,0.00004013531,0.00002930662,5.22744e-7,0.01842309,0.003267557,0.002175235,0.004164728,0.0001873216,0.0002018012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960049,0.0000727937,0.0001364141,0.0002279388,0.00006860771,0.002401784,0.000002667553,0.0002362652,0.0008486338],"genre_scores_gemma":[0.9983325,0.00001742816,0.00001235624,0.00001359493,0.00003272092,0.000357804,0.000004904276,0.00003142108,0.001197265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06442875,"threshold_uncertainty_score":0.6670622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900221215275429,"score_gpt":0.3061559972307237,"score_spread":0.2871537850779695,"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."}}