{"id":"W2765403530","doi":"10.3847/1538-3881/aa97e4","title":"A New Standard for Assessing the Performance of High Contrast Imaging Systems","year":2017,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Herzberg Institute of Astrophysics","funders":"Fédération Wallonie-Bruxelles; European Commission; Keck Institute for Space Studies; National Aeronautics and Space Administration; National Science Foundation","keywords":"Metric (unit); Contrast (vision); Exoplanet; Performance metric; Principal (computer security); Adaptive optics; SIGNAL (programming language)","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":[0.000475313,0.0001119769,0.0002164504,0.00001397331,0.001140564,0.0006574015,0.0004147287,0.00001185587,0.00001969987],"category_scores_gemma":[0.000008825864,0.00006117009,0.00012242,0.000009383069,0.0001447639,0.0002661169,0.00007621237,0.0002403834,0.000002070334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003335987,"about_ca_system_score_gemma":0.0001252122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001238239,"about_ca_topic_score_gemma":4.986362e-7,"domain_scores_codex":[0.99923,0.00002914687,0.0002766032,0.00009282796,0.000115829,0.000255636],"domain_scores_gemma":[0.9988807,0.0001260891,0.0005350516,0.0002858353,0.00009671701,0.00007562454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000574274,0.00007949891,0.5193945,0.00002180036,0.0008316167,0.000001091864,0.0006248572,0.02990715,0.006569328,0.1397101,0.003676707,0.2986092],"study_design_scores_gemma":[0.00877108,0.0003991651,0.6022316,0.0007937921,0.0006415603,0.00006706463,0.006337903,0.3448514,0.008341473,0.01748513,0.009221525,0.0008583436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7345588,0.00003672965,0.2638117,0.0007372724,0.0003616289,0.0001243592,0.00001403091,0.000002174696,0.0003533425],"genre_scores_gemma":[0.993963,9.106019e-7,0.00423922,0.000005918304,0.001613211,0.000001686425,0.00000144747,0.00001465712,0.0001599238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3149442,"threshold_uncertainty_score":0.8772415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388695625295459,"score_gpt":0.2691448809362918,"score_spread":0.2552579246833372,"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."}}