{"id":"W2039993623","doi":"10.1364/josaa.24.002645","title":"Fourier transform wavefront control with adaptive prediction of the atmosphere","year":2007,"lang":"en","type":"article","venue":"Journal of the Optical Society of America A","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Fourier transform; Wavefront; Fast Fourier transform; Computer science; Kalman filter; Atmosphere (unit); Spectral density; Control theory (sociology); Adaptive optics; Optics; Algorithm; Physics; Meteorology; Telecommunications; Control (management); Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0003152977,0.0001295567,0.000338788,0.000003788111,0.0001179017,0.000008475308,0.0002087989,0.00004387831,0.00003122058],"category_scores_gemma":[0.000008310381,0.00006244133,0.0006524238,0.0001523761,0.0005209332,0.00008518737,0.00002929975,0.0003628646,3.510192e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005272009,"about_ca_system_score_gemma":0.0001035848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000525573,"about_ca_topic_score_gemma":0.000001120179,"domain_scores_codex":[0.9987616,0.00003088888,0.0004561071,0.00008511089,0.0004586747,0.0002076255],"domain_scores_gemma":[0.9986588,0.0001396338,0.0006541563,0.000169313,0.0002998569,0.0000782589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01031379,0.006144458,0.1699282,0.0002313345,0.02084435,0.00001420176,0.03445693,0.07645993,0.07850757,0.03957309,0.02254528,0.5409809],"study_design_scores_gemma":[0.02578543,0.01063643,0.3873666,0.002611604,0.005701398,0.0001525896,0.1036485,0.3258313,0.08443535,0.02169891,0.03054109,0.001590773],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2736458,0.00008143957,0.7153088,0.002632004,0.0002018465,0.0003128395,0.00003795736,0.000003356964,0.007775918],"genre_scores_gemma":[0.9575016,0.000005188373,0.04203101,0.0001128766,0.0002011737,3.983233e-7,2.396027e-7,0.00001281789,0.000134684],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6838558,"threshold_uncertainty_score":0.2546284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00693507190247806,"score_gpt":0.2044985564484265,"score_spread":0.1975634845459484,"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."}}