{"id":"W4253544240","doi":"10.1109/maes.2014.6750514","title":"2014 distinguished lecturers &amp; tutorials","year":2014,"lang":"en","type":"article","venue":"IEEE Aerospace and Electronic Systems Magazine","topic":"Power Systems and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Order (exchange); Section (typography); Guideline; Computer science; Operations research; Engineering; Telecommunications; Business; Public relations; Political science; Finance; Advertising; Law","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"],"consensus_categories":[],"category_scores_codex":[0.0004971443,0.0003195714,0.0005031101,0.00009915889,0.00010101,0.0001385495,0.0002046189,0.00021901,0.00001093351],"category_scores_gemma":[0.0001040622,0.0002783248,0.00006275787,0.0001871551,0.00005725228,0.0001021222,0.00002455264,0.0002881337,0.0002572078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001300641,"about_ca_system_score_gemma":0.00002359322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001267163,"about_ca_topic_score_gemma":0.0002709133,"domain_scores_codex":[0.9983215,0.00005265436,0.0003311393,0.0003295046,0.0001943272,0.0007709296],"domain_scores_gemma":[0.9991884,0.00009511408,0.00008025196,0.0004886704,0.00004952963,0.00009808993],"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":[0.00003854332,0.00004759674,0.002592664,0.001152684,0.0004924786,0.00001225237,0.0006182413,0.01072849,0.1872804,0.02211269,0.7702011,0.004722762],"study_design_scores_gemma":[0.0007257715,0.000152746,0.0003344971,0.0001192208,0.00004311288,0.0001164833,0.0000387007,0.004286584,0.002585954,0.0004670076,0.9905357,0.0005942247],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8161825,0.03419736,0.1004416,0.0005181563,0.01424611,0.00124159,0.00002260562,0.00553623,0.02761382],"genre_scores_gemma":[0.9961129,0.0003283341,0.00006100511,0.00001740978,0.0008573625,0.00006475492,0.000007810511,0.00006067312,0.002489687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2203345,"threshold_uncertainty_score":0.9999669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005249248142527962,"score_gpt":0.1934999777379193,"score_spread":0.1882507295953913,"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."}}