{"id":"W4400878280","doi":"10.3390/buildings14072250","title":"Advances in Road Engineering: Innovation in Road Pavements and Materials","year":2024,"lang":"en","type":"article","venue":"Buildings","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Engineering; Civil engineering; Field (mathematics); Transport engineering; Pavement engineering; Construction engineering; Highway engineering; Forensic engineering; Geography; Asphalt; Mathematics; Cartography","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":[0.002293983,0.0004700791,0.0004564817,0.001565198,0.0007786668,0.00503966,0.0007640845,0.001457284,0.009901461],"category_scores_gemma":[0.002565647,0.0001378996,0.0003547504,0.003975031,0.001675422,0.004567345,0.001646481,0.001460006,0.003101362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161545,"about_ca_system_score_gemma":0.003559756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001708182,"about_ca_topic_score_gemma":0.003613297,"domain_scores_codex":[0.9982048,0.0003546548,0.00007113093,0.0001797677,0.0009567528,0.0002328464],"domain_scores_gemma":[0.9970409,0.0009222276,0.0003125196,0.000204046,0.001212635,0.0003076463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007014946,0.0001413891,0.004469719,0.002774604,0.00003711796,0.0002644513,0.001024663,0.002103059,0.006278468,0.1665765,0.05301541,0.7632444],"study_design_scores_gemma":[0.000005787324,0.0002093188,0.00869245,0.001089883,0.00002986932,0.0005559428,0.0021726,0.001748098,0.005735455,0.04435775,0.9353579,0.00004486248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.08618034,0.4703712,0.04397575,0.07771563,0.008189387,0.0001526723,0.0006040866,0.0007158524,0.312095],"genre_scores_gemma":[0.3924945,0.469368,0.04147614,0.00577203,0.004684623,0.00006687459,0.0007551296,0.0001611374,0.0852216],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009901461,"threshold_uncertainty_score":0.03312367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009628350368095305,"score_gpt":0.2570883038308939,"score_spread":0.2474599534627986,"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."}}