{"id":"W1989172900","doi":"10.1117/12.672649","title":"Defining common software for the Thirty Meter Telescope","year":2006,"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":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"Computer science; Reference architecture; Software; Software construction; Software engineering; Observatory; Resource-oriented architecture; Software architecture; Component-based software engineering; Software system; Software design description; Systems engineering; Operating system; Engineering; Astronomy; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000469182,0.0002938076,0.0003739059,0.00004685918,0.0002202685,0.0001661924,0.0009989988,0.00008622679,0.00002749749],"category_scores_gemma":[0.0001457221,0.000200321,0.0007847087,0.000246929,0.0002656971,0.000372556,0.0002097328,0.000379869,0.000003126578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006856338,"about_ca_system_score_gemma":0.00004653175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005568592,"about_ca_topic_score_gemma":1.869113e-7,"domain_scores_codex":[0.9980766,1.826179e-8,0.0005386237,0.0003345007,0.0005414496,0.0005087904],"domain_scores_gemma":[0.9978656,0.0005403875,0.0002956207,0.00006971982,0.001142909,0.00008574758],"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":[0.0001044901,0.0001976313,0.004557844,0.0001185739,0.0005008779,1.960587e-8,0.00006359111,0.0003097001,0.0575215,0.9233478,0.006579381,0.006698653],"study_design_scores_gemma":[0.00632737,0.00146071,0.0158153,0.000949098,0.001032842,0.000006099321,0.006112515,0.09282661,0.7898338,0.04212542,0.04168716,0.001823006],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920202,0.00008015725,0.003564189,0.001393937,0.0001268389,0.0006993588,0.0001612904,0.00004451203,0.001909444],"genre_scores_gemma":[0.8914765,0.0000044267,0.1066815,0.00004175884,0.0009425217,0.0003900404,0.00003077971,0.00005586881,0.0003766131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8812223,"threshold_uncertainty_score":0.8168852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009408864884302077,"score_gpt":0.2413541887265972,"score_spread":0.2319453238422951,"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."}}