{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003501242,0.0003729879,0.000366323,0.0002219492,0.0004116177,0.0007102127,0.000678365,0.0003691245,0.001329297],"category_scores_gemma":[0.0008564044,0.0001989349,0.0002626702,0.0002823015,0.0004104988,0.0004483474,0.0004558318,0.0006390413,0.0001778816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005184156,"about_ca_system_score_gemma":0.0004338796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001709402,"about_ca_topic_score_gemma":0.002521548,"domain_scores_codex":[0.9997001,0.0000593129,0.00001061592,0.00006370893,0.0001248638,0.00004148415],"domain_scores_gemma":[0.9997784,0.00009211794,0.00005034647,0.00002231573,0.00004601197,0.00001082772],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001122985,0.0001003606,0.0004712133,0.0001360295,0.00004482526,0.0001233977,0.0001636556,0.6750641,0.07791384,0.04774696,0.001878503,0.1962448],"study_design_scores_gemma":[0.0000113321,0.00008105199,0.0001620796,0.000002629064,0.000005282043,0.00001760367,0.000006451765,0.9904235,0.003399256,0.004511887,0.001371077,0.000007766107],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02696936,0.000220355,0.9688186,0.0001413297,0.00004853393,0.00002798573,0.00002344572,0.0004827799,0.003267576],"genre_scores_gemma":[0.9488074,0.0002055301,0.04810672,0.00005279512,0.00005778151,0.00007168307,0.00003491398,0.00002565132,0.002637601],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001709402,"threshold_uncertainty_score":0.004446983,"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."}}