{"id":"W4399658087","doi":"10.1117/12.3021724","title":"TMT NFIRAOS deformable mirror electronics FPGA firmware design","year":2024,"lang":"en","type":"article","venue":"","topic":"Optical Systems and Laser Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Firmware; Field-programmable gate array; Electronics; Computer science; Embedded system; Microcode; Computer hardware; Electrical engineering; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008758466,0.00011898,0.0001251519,0.00006583738,0.00002918613,0.00005554383,0.0001194469,0.0001424094,0.0003916849],"category_scores_gemma":[0.000007046135,0.00009391209,0.0000477188,0.0002153495,0.0000136799,0.0001062478,0.00001860837,0.0002079478,0.0008762949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008746222,"about_ca_system_score_gemma":0.00001876723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003528759,"about_ca_topic_score_gemma":0.00004690864,"domain_scores_codex":[0.9992689,0.00000653556,0.0001508703,0.0001336514,0.00007446548,0.0003655738],"domain_scores_gemma":[0.9997292,0.0000358975,0.000003732199,0.0001674824,0.0000107966,0.00005287029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003470614,0.0001271187,0.0001874266,0.002909944,0.0009410715,0.0004293379,0.0004989388,0.04093432,0.06446522,0.4269035,0.2944188,0.1681496],"study_design_scores_gemma":[0.0001036234,0.00009684053,0.00001837866,0.00004529665,0.00001683891,0.00004159212,0.00004673793,0.505989,0.03317975,0.001432947,0.4587979,0.0002311305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1011878,0.02759631,0.6869421,0.001490973,0.001958332,0.001237624,0.00002211136,0.0192885,0.1602762],"genre_scores_gemma":[0.9927632,0.000104921,0.004032297,0.0000332729,0.0000317261,0.0000418271,0.00000314917,0.00003860539,0.002951038],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8915753,"threshold_uncertainty_score":0.9999017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107717557219013,"score_gpt":0.2049075125343017,"score_spread":0.1938303369621115,"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."}}