{"id":"W2005852923","doi":"10.1086/677141","title":"On-Sky Speckle Nulling Demonstration at Small Angular Separation with SCExAO","year":2014,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of the Pacific","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Speckle pattern; Subaru Telescope; Adaptive optics; Optics; Physics; Computer science; Context (archaeology); Sky; Exoplanet; Computer vision; Astronomy; Geology; Spectrograph; 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":[0.0005093157,0.0002990091,0.0002437908,0.0002756113,0.0003999532,0.0004593873,0.0003757325,0.0003922565,0.001440759],"category_scores_gemma":[0.0008185097,0.0001790691,0.0001808368,0.0002988857,0.0005469092,0.0004465943,0.001012514,0.0006739743,0.0003165513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00022542,"about_ca_system_score_gemma":0.0004643876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128106,"about_ca_topic_score_gemma":0.001925199,"domain_scores_codex":[0.9996293,0.00004320692,0.00001031864,0.00006118056,0.000189268,0.00006671843],"domain_scores_gemma":[0.9992076,0.0002781223,0.00007536495,0.0001352371,0.0001816726,0.0001220531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006372932,0.0001957785,0.009667659,0.00009405737,0.00006669488,0.0005353249,0.0009385102,0.002427445,0.9460237,0.003959412,0.001365008,0.03408913],"study_design_scores_gemma":[0.0002148522,0.00120441,0.05181427,0.00004983508,0.00006204643,0.00102924,0.0004218747,0.03624917,0.8850746,0.003046468,0.02073604,0.0000971382],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302343,0.0001898137,0.04188777,0.0002828367,0.0001022391,0.00004155823,0.0001993665,0.0005233503,0.02653884],"genre_scores_gemma":[0.9657452,0.0001015344,0.03084682,0.0001291169,0.00003514371,0.00002937518,0.0003098703,0.0001249791,0.002678006],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001440759,"threshold_uncertainty_score":0.00481981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01199089750016856,"score_gpt":0.2147001166913979,"score_spread":0.2027092191912293,"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."}}