{"id":"W4400331576","doi":"10.1364/oe.530879","title":"End-to-end simulations of photonic phase correctors for adaptive optics systems","year":2024,"lang":"en","type":"article","venue":"Optics Express","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; CMC Microsystems","keywords":"Optics; Adaptive optics; Photonics; Phase (matter); Physics; Physical optics","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":[0.0003323143,0.0005471504,0.000564229,0.0003082131,0.00088741,0.0007324384,0.0009555116,0.001570163,0.004832578],"category_scores_gemma":[0.001466728,0.000324871,0.0005402309,0.0002719098,0.0007568813,0.0005504101,0.0005809817,0.001049837,0.0003368364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009440698,"about_ca_system_score_gemma":0.001262466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01678813,"about_ca_topic_score_gemma":0.01218188,"domain_scores_codex":[0.9998174,0.00003062901,0.000006246343,0.00002360877,0.00006566292,0.00005652088],"domain_scores_gemma":[0.9992449,0.0004200579,0.00006125814,0.00004595581,0.0001681404,0.000059636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003562748,0.00004684184,0.0005598746,0.00001281057,0.000007363155,0.0000383013,0.00002379289,0.9962089,0.0007091853,0.001265071,0.0001683501,0.0009238694],"study_design_scores_gemma":[0.000006854055,0.00001066173,0.00006606462,0.0000016242,0.000001148561,0.000002634042,0.000008966011,0.9992095,0.0003605348,0.0001930101,0.0001370446,0.000001890824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8531873,0.0002099117,0.1079507,0.0004883261,0.000136303,0.0001714977,0.0008360656,0.000545939,0.03647396],"genre_scores_gemma":[0.9686282,0.00006355253,0.02556624,0.00009807593,0.000008243481,0.0001496354,0.0003594959,0.00009671741,0.005029798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01678813,"threshold_uncertainty_score":0.03338081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02944355531738381,"score_gpt":0.2968561234951895,"score_spread":0.2674125681778057,"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."}}