{"id":"W4285586032","doi":"10.1117/12.2627977","title":"Pupil-plane LLOWFS simulation and laboratory results from NEW-EARTH’s high-contrast imaging testbed","year":2022,"lang":"en","type":"article","venue":"Adaptive Optics Systems VIII","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Herzberg Institute of Astrophysics","funders":"","keywords":"Starlight; Coronagraph; Exoplanet; Wavefront; Optics; Physics; Adaptive optics; Cardinal point; Wavefront sensor; Speckle pattern; Astronomy; Planet; Stars","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004228512,0.0003698455,0.0003071109,0.0002926691,0.0003495906,0.0005602188,0.0006712676,0.0007754623,0.005122171],"category_scores_gemma":[0.001329236,0.0001397072,0.0004125564,0.0003533449,0.0003845882,0.0004431234,0.0003509962,0.0005187789,0.0004212762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000834489,"about_ca_system_score_gemma":0.000687213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01307989,"about_ca_topic_score_gemma":0.01057954,"domain_scores_codex":[0.9998347,0.00002538106,0.000004871621,0.00001973577,0.00007123721,0.00004401489],"domain_scores_gemma":[0.9992573,0.0003621429,0.00005533652,0.00004797392,0.000214382,0.00006276779],"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":[0.0001857027,0.0001850034,0.00488298,0.00007559032,0.00001853537,0.0002959297,0.0001094307,0.9744834,0.005022234,0.00538191,0.003768064,0.005591295],"study_design_scores_gemma":[0.00004663787,0.00004820476,0.0006871193,0.000003664964,0.000003207424,0.00001718553,0.00003791241,0.9958498,0.001887664,0.0004107041,0.001002593,0.000005238565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8735825,0.0002053907,0.05583397,0.0008579378,0.00008971278,0.0001408839,0.002386181,0.002113237,0.06479031],"genre_scores_gemma":[0.977074,0.00006221091,0.01824795,0.00006934817,0.0000052326,0.00006878946,0.001276237,0.0001337494,0.003062545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01307989,"threshold_uncertainty_score":0.02600747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01317208556128855,"score_gpt":0.2220430841496488,"score_spread":0.2088709985883602,"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."}}