{"id":"W4292923327","doi":"10.1109/mcs.2015.2427050","title":"IEEE Control Systems Society","year":2015,"lang":"en","type":"article","venue":"IEEE Control Systems","topic":"Educational Robotics and Engineering","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Control (management); Control system; Computer science; Control engineering; Engineering; Electrical engineering; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.001067488,0.0002440819,0.0004588442,0.00006555741,0.0001090379,0.0005252119,0.0008168972,0.0001338153,7.293442e-7],"category_scores_gemma":[0.00004913293,0.0002199959,0.0001628403,0.0002352634,0.0000275938,0.0003785484,0.00002025185,0.0001808922,0.000195898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002372238,"about_ca_system_score_gemma":0.000259032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002769512,"about_ca_topic_score_gemma":0.000002097396,"domain_scores_codex":[0.9978821,0.0001155484,0.0004865764,0.0004080729,0.0006061555,0.0005015125],"domain_scores_gemma":[0.9981264,0.0002489891,0.0001727684,0.000655777,0.0004103966,0.0003856574],"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":[0.000005787949,0.00004918715,0.0003683834,0.00008501131,0.000160004,0.000009201645,0.0005160564,0.9245479,0.001594681,0.03736947,0.03521039,0.0000839317],"study_design_scores_gemma":[0.001798401,0.00005622291,0.0001016441,0.00007243142,0.00002185138,0.00005258651,0.0001485076,0.9813327,0.00001671821,0.00008805632,0.01603441,0.0002764623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002649797,0.002833891,0.9747124,0.0005925288,0.01666382,0.0005725815,0.00001476504,0.0003024265,0.001657814],"genre_scores_gemma":[0.9961967,0.00000778,0.0006546787,0.0002421813,0.001797851,0.0001595201,0.000001654329,0.0000257178,0.0009138972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9935469,"threshold_uncertainty_score":0.8971172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02600187744017044,"score_gpt":0.2346607953458896,"score_spread":0.2086589179057192,"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."}}