{"id":"W2256234294","doi":"","title":"Instrumentation and Overall Evaluation of Perpetual and Conventional Flexible Pavement Designs","year":2009,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Asphalt Pavement Performance Evaluation","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Instrumentation (computer programming); Computer science; Engineering; Systems engineering; Programming language","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001586522,0.000734189,0.000379663,0.001335936,0.0006125972,0.0006300603,0.001284531,0.0006328612,0.00320391],"category_scores_gemma":[0.00263306,0.0003279962,0.000311093,0.0009743153,0.000894533,0.0005875962,0.001078613,0.0004816424,0.0008823465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008801851,"about_ca_system_score_gemma":0.001216661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002266714,"about_ca_topic_score_gemma":0.003646812,"domain_scores_codex":[0.9976907,0.0002006934,0.0001102398,0.0006404732,0.001100143,0.000257838],"domain_scores_gemma":[0.9981492,0.0002466789,0.0002178807,0.0003141215,0.0009425825,0.0001295557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001340406,0.0009670905,0.08444184,0.0005537591,0.00004111781,0.0002585848,0.001863169,0.01661337,0.5888996,0.002448664,0.001592039,0.3009803],"study_design_scores_gemma":[0.0001518136,0.01508859,0.2400721,0.0001277929,0.0001788188,0.0006217317,0.001873928,0.05089536,0.6611144,0.001254512,0.02841665,0.0002043217],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8757656,0.0002125409,0.1110264,0.00005085264,0.00007574457,0.001702016,0.001696396,0.00157828,0.007892186],"genre_scores_gemma":[0.8695506,0.0003180623,0.1189831,0.00006895525,0.00002239463,0.001293093,0.001479835,0.0001730284,0.00811096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00320391,"threshold_uncertainty_score":0.01071811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02636931581628422,"score_gpt":0.2439951807716527,"score_spread":0.2176258649553685,"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."}}