{"id":"W2578343242","doi":"10.1109/jlt.2017.2655041","title":"Multivariable Tuning Control of Photonic Integrated Circuits","year":2017,"lang":"en","type":"article","venue":"Journal of Lightwave Technology","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Huawei Technologies","keywords":"Multivariable calculus; Controller (irrigation); Router; Computer science; Control engineering; Engineering; Computer network","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002508583,0.0001267995,0.0004640681,0.0002910121,0.00007223971,0.00002483747,0.0006154259,0.0002452065,0.00007132889],"category_scores_gemma":[0.0003408829,0.00009948993,0.00009303453,0.0001162388,0.0001643692,0.000188295,0.00004007851,0.0005073664,0.00000996107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006006858,"about_ca_system_score_gemma":0.00005386268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007734454,"about_ca_topic_score_gemma":0.000004813122,"domain_scores_codex":[0.9990689,0.00001107069,0.0004821292,0.00007948061,0.0001270712,0.00023132],"domain_scores_gemma":[0.9989339,0.00007002526,0.0003844637,0.000347379,0.0002024644,0.00006174319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003760353,0.00008778957,0.003262723,0.00009749327,0.0005191063,0.0001788389,0.0001327739,0.0006451861,0.9663292,0.0157257,0.0002262147,0.01275736],"study_design_scores_gemma":[0.00363657,0.0005012575,0.003029407,0.000611521,0.0001802393,0.0004654079,0.000287366,0.07851904,0.8846151,0.006596279,0.02119598,0.0003618007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482492,0.001967862,0.026565,0.0005159123,0.000852874,0.0001464705,0.00001127115,0.0001619568,0.02152947],"genre_scores_gemma":[0.9979695,0.0001529496,0.001756327,0.00001637029,0.00003715557,0.000001446022,2.612935e-7,0.00001758155,0.00004838704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08171409,"threshold_uncertainty_score":0.4057082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01032606516527673,"score_gpt":0.2319442643877712,"score_spread":0.2216181992224945,"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."}}