{"id":"W2839161634","doi":"10.1117/12.2314266","title":"Maunakea Spectroscopic Explorer (MSE): instrumentation suite","year":2018,"lang":"en","type":"article","venue":"Ground-based and Airborne Instrumentation for Astronomy VII","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spectrograph; Suite; Instrumentation (computer programming); Telescope; Interface (matter); Computer science; Calibration; Systems engineering; Focus (optics); Spectral resolution; Transmission (telecommunications); Remote sensing; Optics; Physics; Engineering; Operating system; Telecommunications; Astronomy; Spectral line","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001870856,0.0003976626,0.0003374622,0.0001913139,0.0006231707,0.0002879073,0.0002306367,0.00005939261,0.001191353],"category_scores_gemma":[0.000005879402,0.0004005647,0.0001844862,0.0002595761,0.0004326181,0.0007938587,0.00007713288,0.0002188495,0.0001413773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001307283,"about_ca_system_score_gemma":0.0002098628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548311,"about_ca_topic_score_gemma":0.000006681896,"domain_scores_codex":[0.9977033,0.00006832978,0.0004968336,0.0006658683,0.0003086916,0.0007570393],"domain_scores_gemma":[0.9989329,0.00009923364,0.0002348382,0.0002960858,0.0001541832,0.0002827851],"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":[0.0005013977,0.0003813229,0.07015535,0.00003236195,0.0001798596,4.823093e-7,0.0003339828,0.00004747773,0.003922615,0.02723648,0.0003857097,0.896823],"study_design_scores_gemma":[0.03291865,0.01000243,0.2512555,0.0003977024,0.0005045281,0.000002781198,0.01550074,0.01863714,0.5900832,0.01866583,0.05870509,0.003326393],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6314712,0.000005985259,0.3659046,0.0003611733,0.0002096053,0.0007123232,0.0001062708,0.00005281403,0.001176032],"genre_scores_gemma":[0.9712787,5.956367e-7,0.02583303,0.0001260422,0.001216753,0.0004608351,0.0007153035,0.00004697946,0.0003218002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8934966,"threshold_uncertainty_score":0.9998446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770974497271286,"score_gpt":0.289604183394622,"score_spread":0.2718944384219091,"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."}}