{"id":"W2753858923","doi":"10.1117/12.2283826","title":"Optical design considerations for astronomical and space applications","year":2017,"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":"Institut National d'Optique","funders":"","keywords":"Computer science; Reliability (semiconductor); Lens (geology); Optical engineering; Space (punctuation); Optical imaging; Systems engineering; Engineering; Optics; Physics","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":[0.00006137566,0.00006812405,0.00008885372,0.00001032757,0.0006337305,0.0001946681,0.00004056009,0.00001723426,0.00005529277],"category_scores_gemma":[0.00001315912,0.00006296775,0.00003049584,0.000003668359,0.0001068532,0.00008417418,0.0000386107,0.00004139935,0.00001045244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005163313,"about_ca_system_score_gemma":0.0000319685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001792708,"about_ca_topic_score_gemma":0.00000246101,"domain_scores_codex":[0.999619,0.000005237235,0.00008096236,0.0001472271,0.00002583216,0.0001217111],"domain_scores_gemma":[0.9994605,0.0001861565,0.00004524818,0.0001963595,0.00004270195,0.00006901218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003934257,0.00002291228,0.001711851,7.69988e-7,0.00002091025,4.598314e-8,0.00001404476,0.00008677849,0.0005695406,0.9936659,0.0006045319,0.003298802],"study_design_scores_gemma":[0.002692605,0.0001866568,0.02622978,0.000017865,0.0001841062,0.000003433523,0.000728274,0.1388629,0.01764722,0.7917394,0.02091028,0.0007974806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.007172066,0.000003782612,0.9733346,0.001307293,0.0000209097,0.0003709641,0.0000128723,0.000009124017,0.01776846],"genre_scores_gemma":[0.6838829,1.376686e-7,0.3154396,0.00001117788,0.0001354971,0.00003437507,0.000002866067,0.000005766306,0.0004876257],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6767108,"threshold_uncertainty_score":0.4874206,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04723273351508307,"score_gpt":0.2862710653886445,"score_spread":0.2390383318735614,"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."}}