{"id":"W2505138262","doi":"10.1117/12.2234297","title":"Observatory software for the Maunakea Spectroscopic Explorer","year":2016,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observatory; Telescope; Software; Systems engineering; Control software; Computer science; Remote sensing; Engineering; Software engineering; Astronomy; Physics; Operating system; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0003944405,0.0002834318,0.0003275218,0.00003879706,0.0001561562,0.00009242242,0.001075676,0.00007782397,0.00006688885],"category_scores_gemma":[0.0002639324,0.0001628036,0.0007244378,0.0001944393,0.0003160765,0.0004634508,0.0001976623,0.0002437033,0.000005405194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009914712,"about_ca_system_score_gemma":0.00006060512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006779562,"about_ca_topic_score_gemma":3.234285e-8,"domain_scores_codex":[0.9981204,1.541479e-8,0.0004612778,0.000361397,0.0005303835,0.000526586],"domain_scores_gemma":[0.9978233,0.0005169437,0.0002489604,0.00008103262,0.001205195,0.0001245702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001061448,0.0001495181,0.004516638,0.00009968333,0.0005874605,1.533344e-8,0.00009836927,0.00001753659,0.2758353,0.7062813,0.00509889,0.007209151],"study_design_scores_gemma":[0.00488056,0.001060354,0.01226209,0.0008401159,0.0004451895,0.000001697761,0.004095564,0.00797616,0.905073,0.02455992,0.03777637,0.001028951],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878982,0.00004117075,0.006867036,0.003617282,0.0001781238,0.000713811,0.0001183747,0.00004264765,0.0005233538],"genre_scores_gemma":[0.9240338,0.00001807726,0.07252779,0.0000618164,0.001612287,0.000740796,0.000008923852,0.00007237526,0.0009241991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6817214,"threshold_uncertainty_score":0.6638939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01720409767556941,"score_gpt":0.2476837854218161,"score_spread":0.2304796877462467,"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."}}