{"id":"W4387300059","doi":"10.1117/12.2677896","title":"The MAPS adaptive secondary mirror: first light, laboratory work, and achievements","year":2023,"lang":"en","type":"article","venue":"","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Work (physics); Computer science; Engineering; Mechanical engineering","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":[0.0167264,0.001020415,0.0006089285,0.0007792346,0.00229704,0.005382727,0.001715874,0.00158488,0.004140597],"category_scores_gemma":[0.01127217,0.0004517023,0.0007547649,0.0007859205,0.002703822,0.005831905,0.003304207,0.004464877,0.00211985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002621648,"about_ca_system_score_gemma":0.004578199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00196672,"about_ca_topic_score_gemma":0.001761233,"domain_scores_codex":[0.9934677,0.001468936,0.0002020086,0.0005778386,0.00343991,0.0008435765],"domain_scores_gemma":[0.9898095,0.00130867,0.0004919532,0.002494541,0.00397417,0.001921203],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001732048,0.002920874,0.02023043,0.00131779,0.000189198,0.0009634387,0.007791416,0.006962464,0.1593387,0.09686077,0.06147155,0.6402212],"study_design_scores_gemma":[0.0002217813,0.009630452,0.01272735,0.0007786967,0.0001169626,0.00180012,0.005437043,0.008450006,0.2704911,0.02764357,0.6624146,0.0002883696],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5199134,0.03228262,0.2716791,0.03824143,0.004412328,0.001212689,0.00142812,0.005280275,0.1255501],"genre_scores_gemma":[0.6937102,0.008308033,0.2621849,0.003095171,0.001242054,0.0003671837,0.001588627,0.001652498,0.02785134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0167264,"threshold_uncertainty_score":0.08845872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01334538557802894,"score_gpt":0.2219031220612963,"score_spread":0.2085577364832673,"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."}}