{"id":"W1993113157","doi":"10.1117/12.788465","title":"Simple iterative method for open-loop control of MEMS deformable mirrors","year":2008,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Deformable mirror; Adaptive optics; Simple (philosophy); Telescope; Microelectromechanical systems; Iterative method; Computer science; Loop (graph theory); Constant (computer programming); Subaru Telescope; Optics; Open-loop controller; Control theory (sociology); Closed loop; Algorithm; Physics; Artificial intelligence; Control (management); Control engineering; Mathematics; Optoelectronics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005836762,0.0003118934,0.0006212079,0.00007038414,0.0001680849,0.00007803531,0.0007915012,0.0001048053,0.00001823091],"category_scores_gemma":[0.0001477013,0.0002573597,0.0006818944,0.0002000752,0.0001986299,0.0006224329,0.0001805079,0.0002103649,6.310696e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000744678,"about_ca_system_score_gemma":0.00005619489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000075176,"about_ca_topic_score_gemma":1.761584e-7,"domain_scores_codex":[0.9981055,2.380233e-8,0.0007380757,0.0003486544,0.0004052962,0.0004023943],"domain_scores_gemma":[0.996798,0.0002518832,0.0005964728,0.0000586917,0.002183493,0.0001114747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002068384,0.0001835906,0.001221615,0.0001606028,0.0008760309,4.211064e-8,0.0003952655,0.0004560738,0.3459652,0.648317,0.001953227,0.0002645481],"study_design_scores_gemma":[0.006446727,0.0009670064,0.0009842087,0.0003544161,0.0004631268,0.00001230618,0.004371391,0.4313094,0.5297108,0.01637363,0.008184009,0.0008230179],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833205,0.00004064318,0.01122255,0.0005317149,0.000106411,0.001043065,0.0002540271,0.00002124128,0.003459838],"genre_scores_gemma":[0.7327512,0.000008877081,0.2663181,0.0000598867,0.0002251025,0.0001286292,0.00002158767,0.00005199778,0.0004345741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6319434,"threshold_uncertainty_score":0.9999878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02093690811860492,"score_gpt":0.2686316377599197,"score_spread":0.2476947296413148,"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."}}