{"id":"W2862089756","doi":"10.1117/12.2312953","title":"Calibration and test procedures for the NFIRAOS deformable mirror prototypes","year":2018,"lang":"en","type":"article","venue":"Adaptive Optics Systems VI","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Calibration; Computer science; Test (biology); Artificial intelligence; Computer vision; Physics; Geology","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":[0.000203153,0.0001957899,0.000196073,0.00003328722,0.0005542398,0.0001735158,0.0001069996,0.00004858236,0.000007950012],"category_scores_gemma":[0.00004537325,0.0001323656,0.0000536382,0.00008754276,0.0001832594,0.000207388,0.00005047099,0.00008924385,0.00001040218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000213455,"about_ca_system_score_gemma":0.00008576972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003878156,"about_ca_topic_score_gemma":0.00005205081,"domain_scores_codex":[0.9990278,0.00002224701,0.0002535637,0.0002577739,0.0001380236,0.0003005156],"domain_scores_gemma":[0.9988925,0.0003438866,0.0001707939,0.0001995987,0.0003223957,0.00007081805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003587401,0.0003237026,0.02139803,0.0002733382,0.0007299279,0.000002066453,0.003389139,0.0007579004,0.01052578,0.9561061,0.002876498,0.003258774],"study_design_scores_gemma":[0.001093819,0.001174117,0.00162159,0.0002437659,0.000179088,0.00001018856,0.005678535,0.9708242,0.005990613,0.004081961,0.008525822,0.0005763129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.134961,0.0008473703,0.8257147,0.0008136719,0.001296002,0.01228429,0.0004332144,0.0001527434,0.023497],"genre_scores_gemma":[0.9925928,0.000003555086,0.00469923,0.00003211602,0.0006540876,0.000261675,0.0000130533,0.00003447485,0.001709064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9700663,"threshold_uncertainty_score":0.5397712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189558230544755,"score_gpt":0.2525907751008007,"score_spread":0.2306951927953532,"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."}}