{"id":"W4233946159","doi":"10.1109/mits.2013.2281112","title":"2013 IEEE ITSS Best Ph.D. Dissertation Awards Announcement","year":2013,"lang":"en","type":"article","venue":"IEEE Intelligent Transportation Systems Magazine","topic":"Mobile Agent-Based Network Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Computer network","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005194698,0.0004909171,0.0004552396,0.0003410498,0.0001873463,0.0004885981,0.00104244,0.0001330246,0.0002532763],"category_scores_gemma":[0.000006368969,0.0004685431,0.0001917083,0.0008633234,0.00005281467,0.001304069,0.00001323597,0.0002112045,0.005714141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002689388,"about_ca_system_score_gemma":0.00009305112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001412473,"about_ca_topic_score_gemma":0.0005127889,"domain_scores_codex":[0.9957076,0.000148978,0.00138099,0.000940341,0.001145443,0.0006765923],"domain_scores_gemma":[0.9974567,0.00009954433,0.0004754047,0.001024622,0.0006377523,0.0003059843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006033397,0.00109024,0.00454835,0.001025237,0.0005011008,0.0001565504,0.005047903,0.7266007,0.017654,0.01672221,0.1715802,0.05501317],"study_design_scores_gemma":[0.001997425,0.00109793,0.01665126,0.0009602734,0.0002431689,0.00002083861,0.001502792,0.7238622,0.02340395,0.0006701258,0.2269916,0.002598415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0980261,0.0005436143,0.8918839,0.0006573625,0.004928935,0.002518447,0.00001964642,0.0004053799,0.001016647],"genre_scores_gemma":[0.9892182,0.0004197333,0.001952458,0.0002998203,0.0003364117,0.001363835,0.0002051849,0.00005182742,0.006152487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8911921,"threshold_uncertainty_score":0.9997766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02089101104797139,"score_gpt":0.2585981433773302,"score_spread":0.2377071323293588,"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."}}