{"id":"W630932101","doi":"","title":"Methodology for Monitoring Highway Performance across Extensive Corridors sing Probe Vehicle GPS Data; with Application to Québec–Windsor Corridor","year":2010,"lang":"en","type":"article","venue":"Transportation Research Board 89th Annual MeetingTransportation Research Board","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Global Positioning System; Windsor; Computer science; Transport engineering; Geography; Real-time computing; Remote sensing; Environmental science; Engineering; Telecommunications","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":[0.006194744,0.000466627,0.0005371771,0.0009156987,0.001098779,0.0002153651,0.001273874,0.0003534798,0.00002535873],"category_scores_gemma":[0.000409971,0.0004678321,0.0001049454,0.00183426,0.0005314678,0.001177154,0.0000382176,0.001955731,0.00006402183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000208934,"about_ca_system_score_gemma":0.0003609139,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007779171,"about_ca_topic_score_gemma":0.05186515,"domain_scores_codex":[0.9934825,0.0002717414,0.0009872913,0.001315689,0.00213732,0.001805505],"domain_scores_gemma":[0.9937397,0.001174781,0.0001359481,0.001201406,0.003061755,0.0006863838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.008012371,0.0009034675,0.166738,0.004786557,0.0007278034,0.0001398588,0.04285669,0.1061195,0.340073,0.004313989,0.06226719,0.2630615],"study_design_scores_gemma":[0.004141334,0.002204371,0.6169049,0.0006003613,0.0001376812,0.000003405619,0.0156661,0.077866,0.0840088,0.0001853024,0.1965906,0.001691236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7456926,0.00005610177,0.2450874,0.000883616,0.0004515692,0.004008218,0.0007449312,0.002855675,0.0002199289],"genre_scores_gemma":[0.9348238,0.000135479,0.06069617,0.000066489,0.0003961782,0.002706294,0.0008098495,0.0001769344,0.0001888352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4501668,"threshold_uncertainty_score":0.9997773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07630700683594453,"score_gpt":0.3885590291730883,"score_spread":0.3122520223371437,"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."}}