{"id":"W7020785495","doi":"","title":"Measurable performance indicators for roads: Canadian and international practice","year":2009,"lang":"en","type":"article","venue":"NPARC","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Performance indicator; Performance measurement; Objectivity (philosophy); Balance (ability); Economic indicator; Asset (computer security); Benchmarking","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.08691978,0.001959491,0.001628363,0.02645235,0.003924227,0.01274092,0.006449147,0.002809639,0.007581628],"category_scores_gemma":[0.1482271,0.000642462,0.001212877,0.03815246,0.008793212,0.006139224,0.004826061,0.005872093,0.002720469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05220929,"about_ca_system_score_gemma":0.1042774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.36203,"about_ca_topic_score_gemma":0.263712,"domain_scores_codex":[0.9413145,0.016282,0.009197606,0.003963348,0.02767511,0.001567459],"domain_scores_gemma":[0.8501976,0.03005667,0.0104186,0.009820013,0.09506413,0.004443036],"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":[0.00006357183,0.0002259488,0.009444974,0.002570835,0.00005079692,0.0001547362,0.003593779,0.007733195,0.0009149112,0.344328,0.1205112,0.510408],"study_design_scores_gemma":[0.0000246653,0.0001096512,0.02705559,0.00786434,0.00008597843,0.0002465412,0.004021062,0.006914263,0.001534111,0.04596837,0.9059941,0.0001813835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01169002,0.07470433,0.4255885,0.05007288,0.004085842,0.002813522,0.01192542,0.003902028,0.4152175],"genre_scores_gemma":[0.264919,0.07069752,0.5987791,0.003653487,0.0009408324,0.003005835,0.009397954,0.001968607,0.04663764],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.63797,"threshold_uncertainty_score":0.7198454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00651410291542216,"score_gpt":0.2156227276157038,"score_spread":0.2091086247002816,"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."}}