{"id":"W4253544240","doi":"10.1109/maes.2014.6750514","title":"2014 distinguished lecturers & 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002304779,0.001982944,0.001025126,0.002970917,0.001200555,0.005702792,0.001806131,0.001624265,0.4830981],"category_scores_gemma":[0.003629069,0.0006401467,0.000914805,0.001717754,0.0006481295,0.002839175,0.003339149,0.002542911,0.5040515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002072122,"about_ca_system_score_gemma":0.003813907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001336117,"about_ca_topic_score_gemma":0.002294268,"domain_scores_codex":[0.9982607,0.0001567118,0.0001190142,0.0002862557,0.0009466942,0.0002306589],"domain_scores_gemma":[0.9965183,0.0002080927,0.0001594413,0.0001909609,0.00147974,0.001443539],"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":[0.00005292711,0.00009076959,0.00009487203,0.0001743383,0.000003638347,0.00005334883,0.00004203478,0.0001971203,0.0009571292,0.003166261,0.8330186,0.162149],"study_design_scores_gemma":[0.000006016244,0.00002685884,0.000152828,0.00006464699,0.000002283358,0.00005079768,0.00002917761,0.0001061466,0.0001783133,0.0006982954,0.9986793,0.000005269024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002329671,0.01291739,0.0123101,0.007539466,0.08071601,0.0006252209,0.002647046,0.003941471,0.8769737],"genre_scores_gemma":[0.002151365,0.004198233,0.002665469,0.0007500775,0.005704075,0.0001538106,0.001082233,0.0004918728,0.9828028],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5169019,"threshold_uncertainty_score":0.7372978,"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."}}