{"id":"W610879909","doi":"","title":"Comparison of Ride Improvement for Various Roadway Rehabilitation Methods in Western Canada (Poster)","year":2013,"lang":"en","type":"article","venue":"2013 CONFERENCE AND EXHIBITION OF THE TRANSPORTATION ASSOCIATION OF CANADA - TRANSPORTATION: BETTER - FASTER - SAFER","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Rehabilitation; Engineering; Geography; Transport engineering; Statistics; Mathematics; Physical therapy; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001084256,0.000457254,0.0007345739,0.001789783,0.001947069,0.0009758315,0.001013361,0.0003557298,0.00421137],"category_scores_gemma":[0.002219986,0.0001934805,0.0004886439,0.002341845,0.0004704826,0.0002917069,0.0005828292,0.0003420186,0.0006352905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01203374,"about_ca_system_score_gemma":0.0146159,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9254266,"about_ca_topic_score_gemma":0.9837273,"domain_scores_codex":[0.9983712,0.0001520311,0.00006113731,0.0001402552,0.0009489169,0.0003265077],"domain_scores_gemma":[0.9984419,0.0001025131,0.00008811587,0.0000506493,0.001118431,0.0001984877],"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":[0.008212943,0.002948449,0.1158479,0.00182196,0.0004960321,0.0002382929,0.00382474,0.01119548,0.02394865,0.0006421348,0.01389054,0.8169328],"study_design_scores_gemma":[0.0001597127,0.003772462,0.9641038,0.0001705511,0.0002969283,0.00006902324,0.004686645,0.002572335,0.004969792,0.00009968936,0.01902531,0.00007380437],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709578,0.002270688,0.001767491,0.0003113982,0.00006949544,0.0006035696,0.001854433,0.0002280931,0.02193715],"genre_scores_gemma":[0.9658886,0.001495101,0.004878113,0.0001226531,0.00001775991,0.0003093497,0.001773444,0.00006936462,0.02544568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0745734,"threshold_uncertainty_score":0.1500251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007793333001330382,"score_gpt":0.2405544542222766,"score_spread":0.2327611212209462,"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."}}