{"id":"W2034881748","doi":"10.1139/l08-101","title":"Alternative single-number indicator of longitudinal road unevenness","year":2009,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"International Roughness Index; Traverse; Waviness; Computer science; Index (typography); Performance indicator; Transport engineering; Engineering; Surface finish; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001242277,0.0008040817,0.0005996678,0.00438635,0.0003380564,0.001199048,0.0008486576,0.0007488907,0.003337367],"category_scores_gemma":[0.005141469,0.0001758509,0.0003971224,0.002372802,0.0005729863,0.002424723,0.001378334,0.0006134924,0.0007440184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004147146,"about_ca_system_score_gemma":0.0003641482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007924814,"about_ca_topic_score_gemma":0.001285032,"domain_scores_codex":[0.9988363,0.0002449747,0.0001060444,0.0002137438,0.0005142012,0.00008469028],"domain_scores_gemma":[0.99698,0.0008257914,0.0005145349,0.0002787125,0.001183525,0.0002174358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001294603,0.0004143945,0.1687109,0.001323587,0.0002759354,0.0006592615,0.000831263,0.05227251,0.06259792,0.03245876,0.005865655,0.6732952],"study_design_scores_gemma":[0.00009351259,0.001643021,0.3127461,0.0004731219,0.0003125642,0.002346338,0.002257664,0.583877,0.03861263,0.03459831,0.02241141,0.0006285178],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3221095,0.001294081,0.6437448,0.0002523106,0.0003928156,0.0002668278,0.001524553,0.001044957,0.02937025],"genre_scores_gemma":[0.8760767,0.0003478057,0.1198191,0.0000434065,0.0001023864,0.0001342626,0.0007278701,0.00005461536,0.002693877],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.00438635,"threshold_uncertainty_score":0.01116455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006591068957792922,"score_gpt":0.1933349176560078,"score_spread":0.1867438486982148,"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."}}