{"id":"W596520649","doi":"","title":"Performance Measures for Road Networks: A Survey of Canadian Use","year":2007,"lang":"en","type":"article","venue":"23RD PIARC WORLD ROAD CONGRESS PARIS, 17-21 SEPTEMBER 2007","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Performance measurement; Agency (philosophy); Sustainability; Best practice; Performance indicator; Transport engineering; Business; Quality (philosophy); Marketing; Engineering; Political science","routes":{"ca_aff":false,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001360735,0.0004817981,0.0005989225,0.0009273778,0.0002061458,0.00009845498,0.0004065067,0.0002550319,0.0001804111],"category_scores_gemma":[0.00009302267,0.0004805585,0.0001631016,0.001123041,0.0001269797,0.0003867787,0.00004679053,0.0004915211,0.00002856371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002589191,"about_ca_system_score_gemma":0.0001263019,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05825272,"about_ca_topic_score_gemma":0.5113718,"domain_scores_codex":[0.9969662,0.00005302094,0.0007962158,0.0004027981,0.0003642268,0.001417513],"domain_scores_gemma":[0.9980488,0.0002461843,0.0001584715,0.0005898031,0.0005086808,0.000448066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002223075,0.00002826408,0.5529372,0.0001532758,0.000354961,0.00003357566,0.0001988766,0.112021,0.0001390346,0.0000686409,0.265646,0.06819688],"study_design_scores_gemma":[0.0007011933,0.00003869374,0.610876,0.0002357119,0.00004745647,0.000009384553,0.00003215663,0.03204615,0.001997381,0.000005486432,0.353375,0.0006354003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8117339,0.009235122,0.02543366,0.00007092497,0.02297536,0.003075684,0.000493939,0.0009019594,0.1260795],"genre_scores_gemma":[0.9899557,0.0003595673,0.001244561,0.0001131874,0.0007210603,0.00004748391,0.0001092688,0.0001260281,0.007323097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4531191,"threshold_uncertainty_score":0.9997646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02273031795757948,"score_gpt":0.2434242817987347,"score_spread":0.2206939638411552,"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."}}