{"id":"W2752339956","doi":"10.1109/aim.2017.8014247","title":"Cavity resonator tuning using perturbation-based extremum seeking control","year":2017,"lang":"en","type":"article","venue":"","topic":"Extremum Seeking Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF; Simon Fraser University; University of British Columbia","funders":"","keywords":"Tuner; Resonator; Control theory (sociology); Perturbation (astronomy); Reflection (computer programming); Physics; Computer science; Optics; Radio frequency; Control (management)","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":[0.0006788497,0.000262723,0.0003497865,0.0001174905,0.0009334789,0.0004211345,0.0004409635,0.0001451495,0.00007678971],"category_scores_gemma":[0.0004314773,0.0002619174,0.0001207888,0.00005392437,0.00005441099,0.0003885651,0.00002996913,0.0003399567,0.00003544208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000247945,"about_ca_system_score_gemma":0.00005028079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004491978,"about_ca_topic_score_gemma":0.0001518468,"domain_scores_codex":[0.9985276,0.0001036421,0.0003419924,0.0002816943,0.0002992566,0.0004457805],"domain_scores_gemma":[0.9984109,0.0003258847,0.0001402722,0.0008947664,0.00009472982,0.0001334397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002285449,0.00002223001,0.03454989,0.0001233107,0.0001159234,0.00004113036,0.0002511018,0.03070959,0.9302982,0.0006050703,0.0003596756,0.002901023],"study_design_scores_gemma":[0.001282035,0.00000895775,0.002861032,0.0001140208,0.00003363461,0.000006115135,0.00003740552,0.992839,0.0003101147,0.0000723946,0.002116106,0.0003191638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0618482,0.0004160273,0.9131438,0.0002230629,0.001370802,0.0003892708,0.00001358089,0.000975357,0.02161991],"genre_scores_gemma":[0.9970416,0.000001239194,0.001883473,0.0001126177,0.0004053604,0.00001639708,0.000003073727,0.00007951487,0.0004566774],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9621294,"threshold_uncertainty_score":0.9999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279011262059946,"score_gpt":0.2416023705900441,"score_spread":0.2188122579694447,"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."}}