{"id":"W2861037318","doi":"10.1117/12.2312491","title":"METIS AO RTC concept","year":2018,"lang":"en","type":"article","venue":"","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Wavefront sensor; Spectrograph; Xeon; SIMD; Wavefront; Metis; Adaptive optics; Parallel computing; Physics; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003035042,0.00006867356,0.00007982479,0.00001334433,0.00009150897,0.00002557542,0.00004734501,0.00001245479,0.003372598],"category_scores_gemma":[0.000001229305,0.00005657939,0.00003948651,0.00004358381,0.00008427725,0.00005177513,0.00003165692,0.00003980854,0.000416906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005171607,"about_ca_system_score_gemma":0.00001177398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001877042,"about_ca_topic_score_gemma":0.000003848944,"domain_scores_codex":[0.9995907,0.000008460562,0.00007734031,0.000118061,0.0000589353,0.0001465336],"domain_scores_gemma":[0.9997342,0.00001521598,0.00002566989,0.0001151947,0.00006308618,0.00004664566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005720096,0.00004795437,0.004848544,6.007571e-7,0.00007569362,0.000001104088,0.0004664672,0.000004840195,0.002266996,0.9210373,0.02227504,0.04896973],"study_design_scores_gemma":[0.001799781,0.0004757083,0.009407156,0.00003658212,0.00009407722,0.00000262252,0.003739866,0.01490258,0.1740101,0.09704942,0.6972976,0.001184495],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06485107,0.00001147145,0.181556,0.0001944543,0.000213063,0.00006593262,0.000007785025,0.00002868306,0.7530715],"genre_scores_gemma":[0.976915,1.256328e-7,0.009381465,0.0001153797,0.0007240655,6.494753e-7,0.000006034921,0.000008503961,0.0128488],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9120639,"threshold_uncertainty_score":0.9975384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297850862939209,"score_gpt":0.2508310321753263,"score_spread":0.2378525235459342,"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."}}