{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004171394,0.0001635888,0.0002244175,0.0002430232,0.00007599369,0.00001195548,0.00007007793,0.0001400181,0.0002348132],"category_scores_gemma":[0.000005030035,0.0002119866,0.00004323948,0.00007549192,0.00004266005,0.0003760683,0.00001381194,0.00009374857,0.000004112854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000136651,"about_ca_system_score_gemma":0.00006215443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006581778,"about_ca_topic_score_gemma":0.001976774,"domain_scores_codex":[0.9989023,0.00004985539,0.000172249,0.0001833076,0.0005669826,0.0001252719],"domain_scores_gemma":[0.9994487,0.00001320381,0.000173669,0.0001023009,0.0002178859,0.00004421136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0008962583,0.0004962413,0.01316307,0.006657601,0.001577339,0.000006475269,0.3144716,0.05285595,0.2698693,0.003223965,0.003406889,0.3333753],"study_design_scores_gemma":[0.009539067,0.001034242,0.4595678,0.001164495,0.002135003,0.000004213825,0.1317888,0.3081894,0.08305005,0.002239439,0.0001738983,0.001113571],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985684,0.0002748601,0.0001017146,0.00003543629,0.0001378665,0.0004608622,0.00002305583,0.00003594623,0.0003618901],"genre_scores_gemma":[0.9874619,0.0004828043,0.001402425,0.000004014064,0.000019725,0.000001708329,0.001408198,0.0000163053,0.00920297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4464047,"threshold_uncertainty_score":0.8644562,"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."}}