{"id":"W560679385","doi":"","title":"Innovative Tools for Presenting Traffic Performance on Congested Highway Corridors","year":2008,"lang":"en","type":"article","venue":"Transportation Research Board 87th Annual MeetingTransportation Research Board","topic":"Traffic control and management","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transport engineering; Traffic congestion; Upstream (networking); Highway Capacity Manual; State highway; Mile; Downstream (manufacturing); Level of service; Computer science; Engineering; Geography; Operations management; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003694992,0.002415176,0.0006670051,0.005039422,0.000480156,0.003442292,0.002057658,0.001429524,0.0202326],"category_scores_gemma":[0.01883604,0.0006427853,0.001032242,0.00333269,0.0005473921,0.003934095,0.002487566,0.001341462,0.002302741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007415772,"about_ca_system_score_gemma":0.0007218668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001666439,"about_ca_topic_score_gemma":0.001510142,"domain_scores_codex":[0.998081,0.0008756469,0.0002034543,0.0001343636,0.0005812115,0.0001243075],"domain_scores_gemma":[0.9916816,0.006073233,0.000505601,0.0004811962,0.001111412,0.0001469473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001244492,0.0008357149,0.006740248,0.001538559,0.0002562162,0.001279316,0.004047631,0.1313003,0.02754184,0.08989833,0.08595539,0.649362],"study_design_scores_gemma":[0.0005451819,0.001160111,0.01064795,0.00102887,0.0002839471,0.001678715,0.002758225,0.6963975,0.03385891,0.06622957,0.1847935,0.000617519],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02652377,0.0004204056,0.9271709,0.0004812835,0.0003736509,0.0006751846,0.003646943,0.0240879,0.01661988],"genre_scores_gemma":[0.2078577,0.0006926752,0.7801528,0.000178333,0.0001079358,0.001661942,0.003073266,0.001633768,0.004641602],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0202326,"threshold_uncertainty_score":0.06768477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07082875524371529,"score_gpt":0.325971866976588,"score_spread":0.2551431117328727,"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."}}