{"id":"W573159193","doi":"","title":"Building Online ITS Research and Training Facility: ITS Centre and Testbed Database and Platform","year":2006,"lang":"en","type":"article","venue":"Transportation Research Board 85th Annual MeetingTransportation Research Board","topic":"Traffic Prediction and Management Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Testbed; Computer science; Database; Architecture; Research center; Data center; Software; Scheme (mathematics); Knowledge base; Interface (matter); Systems engineering; World Wide Web; Engineering; Operating system","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":[0.00633074,0.0004530422,0.0005050279,0.002045005,0.001195499,0.0003643229,0.0003864628,0.0003368642,0.00005997372],"category_scores_gemma":[0.00033239,0.0004887445,0.00006623952,0.001865897,0.000993696,0.00135985,0.0000461577,0.002274261,0.00001634782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499332,"about_ca_system_score_gemma":0.0001470862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001984099,"about_ca_topic_score_gemma":0.009752003,"domain_scores_codex":[0.9925573,0.0004284456,0.001010796,0.001165567,0.002972051,0.001865816],"domain_scores_gemma":[0.9957189,0.00114214,0.00007152813,0.0004045216,0.00191613,0.0007468052],"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":[0.004060149,0.002607863,0.1013833,0.01998617,0.001046746,0.00217556,0.06103153,0.009442866,0.2317646,0.1766817,0.0983967,0.2914228],"study_design_scores_gemma":[0.00900859,0.001983663,0.7036172,0.003081787,0.0001595842,0.00001309983,0.05319418,0.06697361,0.01967975,0.00631287,0.1331662,0.002809455],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883325,0.002057305,0.001790725,0.001134495,0.0000888807,0.002042004,0.002022015,0.001668551,0.0008634924],"genre_scores_gemma":[0.9894151,0.004378014,0.004292406,0.00002584192,0.0001581952,0.0002336136,0.0009974916,0.0000914464,0.0004078784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6022339,"threshold_uncertainty_score":0.9997564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0842659758508265,"score_gpt":0.3577736699752376,"score_spread":0.2735076941244111,"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."}}