{"id":"W2091999379","doi":"10.1117/12.672514","title":"Adaptive optics designs for an infrared multi-object spectrograph on TMT","year":2006,"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":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Adaptive optics; Spectrograph; Deformable mirror; Telescope; Active optics; Integral field spectrograph; Computer science; Optics; Field of view; Laser guide star; Physics; Astronomy","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":[0.0005812803,0.0002969605,0.000199912,0.0005863805,0.0003849471,0.0006539333,0.0008430463,0.0005081163,0.003335331],"category_scores_gemma":[0.001030084,0.0003925539,0.0003477784,0.0004198892,0.0003481665,0.0007489053,0.0005577065,0.0007171845,0.0009274079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001437727,"about_ca_system_score_gemma":0.0009000204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002074373,"about_ca_topic_score_gemma":0.004604302,"domain_scores_codex":[0.9995174,0.00004538329,0.00002165534,0.00008541435,0.0002875828,0.000042401],"domain_scores_gemma":[0.9991587,0.0001474115,0.0001254068,0.0001127676,0.0003861659,0.00006949071],"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":[0.0005456546,0.00007136792,0.004965925,0.0001343673,0.00004944605,0.0001975501,0.0003471372,0.007195161,0.8591491,0.01947939,0.0026252,0.1052397],"study_design_scores_gemma":[0.0003358947,0.001626338,0.01886624,0.00008823303,0.0001950763,0.001392475,0.0002714932,0.2507558,0.5845279,0.008635975,0.1331238,0.0001808669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1440133,0.0004363303,0.8362468,0.0006887655,0.00015242,0.0003296464,0.0001900686,0.001741377,0.01620128],"genre_scores_gemma":[0.2182573,0.0001932658,0.7728139,0.0002599498,0.00005053308,0.0001939612,0.0001518853,0.0001423451,0.007936879],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003335331,"threshold_uncertainty_score":0.01115775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144086486693963,"score_gpt":0.2445188473080129,"score_spread":0.2230779824410733,"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."}}