{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004321302,0.0001187533,0.0001166848,0.0004577082,0.000009838312,0.00006336754,0.00005354138,0.00005207751,0.00004278098],"category_scores_gemma":[0.00002678282,0.0001288898,0.00000660049,0.0006175801,0.000006861697,0.0007523111,0.00002175617,0.0000875754,0.0000175436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001283093,"about_ca_system_score_gemma":0.000008347072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001778285,"about_ca_topic_score_gemma":0.000008723608,"domain_scores_codex":[0.9991665,0.000006309959,0.0003491096,0.0001560898,0.0001358745,0.0001860387],"domain_scores_gemma":[0.9998745,0.00001030787,0.00001916439,0.00006816931,0.00001322301,0.00001460487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001528529,0.00003237299,0.009688379,0.001647594,0.00002432385,0.00002166859,0.002056144,0.08549627,0.5655446,0.007014595,0.0002625259,0.3281963],"study_design_scores_gemma":[0.001343472,0.00008511655,0.1411054,0.001659685,0.00001584081,0.000007195564,0.0001491991,0.6295605,0.1951187,0.001035794,0.02914611,0.000772931],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955744,0.001494556,0.001691023,0.00003595332,0.0005102518,0.0002089842,0.000003071078,0.0001721828,0.000309541],"genre_scores_gemma":[0.9982892,0.0006567826,0.0008345456,0.00001686283,0.00006685734,0.00006520391,0.00001857682,0.00002448618,0.00002743205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5440643,"threshold_uncertainty_score":0.5255975,"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."}}