{"id":"W2040401689","doi":"10.1117/12.2073070","title":"Fast calculation of bokeh image structure in camera lenses with multiple aspheric surfaces","year":2014,"lang":"en","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Raytheon Technologies (Canada)","funders":"","keywords":"Optical transfer function; Optics; Lens (geology); Image formation; Image (mathematics); Transfer function; Phase (matter); Computer science; Software; Modulation (music); Physics; Computer vision; Engineering; Acoustics","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":[0.0002316688,0.0002534677,0.000393298,0.00005808756,0.00005197577,0.00005682378,0.0003228535,0.0000837774,0.00001107126],"category_scores_gemma":[0.00009954846,0.0001982445,0.0002560386,0.0002257088,0.0001985989,0.000377185,0.00007646076,0.0002224108,3.200151e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005559023,"about_ca_system_score_gemma":0.00002276072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009219588,"about_ca_topic_score_gemma":0.00000128028,"domain_scores_codex":[0.9985438,2.498307e-8,0.0004880335,0.0002793125,0.0004125074,0.0002763268],"domain_scores_gemma":[0.9983271,0.0001181076,0.0004032154,0.00004648116,0.001042611,0.00006242302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001077414,0.000112264,0.02072635,0.0002152615,0.00029475,3.713073e-8,0.0004148276,0.003115106,0.7325153,0.2414706,0.0001879663,0.0008397456],"study_design_scores_gemma":[0.003642187,0.0007743823,0.04477906,0.0008366158,0.0002544053,0.000005795727,0.005520328,0.4996018,0.4389303,0.003822878,0.0009506261,0.0008816524],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971038,0.00002027437,0.000633208,0.0002909643,0.00006659852,0.0003131774,0.00005311576,0.00001785474,0.001501005],"genre_scores_gemma":[0.8776557,0.000003973397,0.1220471,0.00001225544,0.0001631919,0.00001189892,0.00001176387,0.00003526641,0.00005886248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4964866,"threshold_uncertainty_score":0.8084175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006434336514205796,"score_gpt":0.2070075958976831,"score_spread":0.2005732593834773,"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."}}