{"id":"W4413768518","doi":"10.1364/oe.571630","title":"Experimental proof-of- concept adaptive optics system using a single-pixel camera","year":2025,"lang":"en","type":"article","venue":"Optics Express","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"National Research Council Canada","keywords":"Optics; Adaptive optics; Computer science; Pixel; Proof of concept; Deformable mirror; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009258655,0.0005359075,0.0004048846,0.0002822837,0.0003415339,0.0006153106,0.001197292,0.001001685,0.003274839],"category_scores_gemma":[0.0007356492,0.0002553363,0.0002794136,0.0002170588,0.0005635102,0.0009653852,0.000775248,0.001014267,0.000886686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004325688,"about_ca_system_score_gemma":0.001076019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009934589,"about_ca_topic_score_gemma":0.000862434,"domain_scores_codex":[0.9992605,0.00006436849,0.00003470949,0.0001719626,0.0003805342,0.00008789072],"domain_scores_gemma":[0.9992894,0.0001002727,0.000158472,0.00008255422,0.0002605141,0.000108771],"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":[0.0001881326,0.000290645,0.0009353724,0.0003277525,0.00001920962,0.0001829683,0.0001408259,0.001091618,0.9807638,0.0016312,0.0009840234,0.01344461],"study_design_scores_gemma":[0.000118232,0.002193305,0.002922065,0.00002798021,0.00002838946,0.000392318,0.0001046826,0.01676545,0.9668592,0.0002551042,0.01027905,0.00005421772],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7363381,0.0007347106,0.246992,0.0007305001,0.0004931111,0.001266133,0.0008272505,0.002907816,0.009710392],"genre_scores_gemma":[0.686843,0.0004810736,0.3065831,0.0002502537,0.000067744,0.0009386314,0.0003619796,0.0001187701,0.004355554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003274839,"threshold_uncertainty_score":0.01095539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02819718162701536,"score_gpt":0.265868330433812,"score_spread":0.2376711488067966,"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."}}