{"id":"W3159207230","doi":"10.1093/mnras/stab1247","title":"Simultaneous estimation of segmented telescope phasing errors and non-common path aberrations from adaptive-optics-corrected images","year":2021,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"University of Toronto","keywords":"Strehl ratio; Physics; Adaptive optics; Wavefront; Telescope; Optics; Sky; Context (archaeology); Wavefront sensor; Laser guide star; Optical path; Optical telescope; Primary mirror; Astrophysics","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":[0.00007748678,0.0001972932,0.0003671163,0.00001014474,0.0001891812,0.00004492468,0.0001379426,0.00005981542,0.00003345032],"category_scores_gemma":[0.00002321253,0.0001671127,0.0002425947,0.00008323308,0.0002096963,0.0001009612,0.0001928924,0.0002093829,0.000001362745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004309361,"about_ca_system_score_gemma":0.00006688861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009957459,"about_ca_topic_score_gemma":0.00002651528,"domain_scores_codex":[0.9988971,0.00006482432,0.0003984453,0.0002749592,0.0001524998,0.0002121936],"domain_scores_gemma":[0.9988903,0.0003122704,0.0003604972,0.000244691,0.0001239875,0.00006828929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003334468,0.0002404643,0.01129668,0.00000906059,0.0002225658,2.768828e-7,0.0005726237,0.9814331,0.001977966,0.00004885651,0.00006056215,0.004104509],"study_design_scores_gemma":[0.0005152831,0.00005365769,0.03283134,0.00009868076,0.0001649786,1.016625e-8,0.001874807,0.9488415,0.01535729,0.0001083858,0.000007813505,0.000146317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814312,0.00005780987,0.01733905,0.0001031172,0.0001221156,0.0001733115,0.0003451009,0.00001041982,0.0004178503],"genre_scores_gemma":[0.9348717,1.365663e-7,0.06484459,0.000009268088,0.00008219022,0.000002409548,0.000100545,0.0000186761,0.00007048201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04750554,"threshold_uncertainty_score":0.6814657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007196160166836923,"score_gpt":0.2169521736577284,"score_spread":0.2097560134908915,"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."}}