{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008012631,0.001540598,0.001600595,0.003556605,0.00269876,0.009891734,0.001287117,0.003510664,0.193111],"category_scores_gemma":[0.008380437,0.000518686,0.00128341,0.001868116,0.0008822898,0.002814661,0.003231695,0.004643534,0.2049951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003484421,"about_ca_system_score_gemma":0.008962303,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004630167,"about_ca_topic_score_gemma":0.008303114,"domain_scores_codex":[0.997183,0.0002570122,0.0001087657,0.0002336575,0.001819061,0.0003985632],"domain_scores_gemma":[0.9899324,0.0002853269,0.0002609542,0.0003305084,0.005660472,0.003530369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005117174,0.00008631044,0.0002525819,0.00005754145,0.000006565009,0.00004518992,0.00002059794,0.0001814876,0.0003708136,0.002736981,0.9605589,0.03563172],"study_design_scores_gemma":[0.00002775887,0.00008247885,0.0008451644,0.0001353591,0.00001714705,0.00007701538,0.0001180366,0.0008258965,0.0004619099,0.002291465,0.9951006,0.00001719824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003949168,0.009143337,0.01008276,0.1133143,0.1181483,0.0006597557,0.00584879,0.002635303,0.7362183],"genre_scores_gemma":[0.01154302,0.009250498,0.004274876,0.005693061,0.01584267,0.000391557,0.004691406,0.0008670572,0.9474458],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.193111,"threshold_uncertainty_score":0.6460205,"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."}}