{"id":"W2076156614","doi":"10.1117/12.927236","title":"The HIA MCAO laboratory bench","year":2012,"lang":"de","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Computer science; MATLAB; Calibration; Test bench; Telescope; Software; Tomographic reconstruction; Filter (signal processing); Software deployment; Simulation; Physics; Optics; Computer vision; Iterative reconstruction; Embedded system","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":[0.001923109,0.0006795997,0.0005051733,0.0007441998,0.001179552,0.001394389,0.002199829,0.0006256495,0.02622146],"category_scores_gemma":[0.002628317,0.0005355293,0.0004632377,0.0003612643,0.0005499056,0.001371354,0.001947615,0.001413281,0.007962553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001210983,"about_ca_system_score_gemma":0.0021474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003272536,"about_ca_topic_score_gemma":0.003597887,"domain_scores_codex":[0.9990118,0.0001020637,0.00003694986,0.0001453304,0.000517184,0.0001866734],"domain_scores_gemma":[0.9980487,0.0002080417,0.00008239388,0.0005403007,0.0007597794,0.0003607493],"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":[0.002591917,0.001128404,0.02563222,0.0009060566,0.0001898946,0.001120738,0.001243411,0.03756864,0.3772192,0.03717937,0.2055291,0.309691],"study_design_scores_gemma":[0.0004545107,0.001324953,0.0118754,0.0001407302,0.00009302809,0.0004361156,0.000251716,0.132689,0.1242675,0.002820982,0.725428,0.0002180342],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1270216,0.0005594967,0.6561896,0.001629,0.001258572,0.002753952,0.009062922,0.08617447,0.1153504],"genre_scores_gemma":[0.430443,0.0003672926,0.5046704,0.0009533207,0.000401546,0.002726971,0.01300221,0.005051141,0.04238417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02622146,"threshold_uncertainty_score":0.0877195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009985289657089223,"score_gpt":0.2235098201427748,"score_spread":0.2135245304856856,"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."}}