{"id":"W2514705337","doi":"10.1117/12.2232051","title":"Systems budgets architecture and development 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":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Systems engineering; Computer science; Software engineering; Traceability; Observatory; Project management; IBM; Requirements management; Architecture; Requirements analysis; Engineering; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007366627,0.0006453752,0.000428577,0.002162789,0.001166315,0.005954622,0.002162696,0.0009409793,0.005744323],"category_scores_gemma":[0.009455197,0.001027482,0.0008467678,0.001395376,0.0009777131,0.005497884,0.002895065,0.002020065,0.002499677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003849402,"about_ca_system_score_gemma":0.00824547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01265691,"about_ca_topic_score_gemma":0.009695589,"domain_scores_codex":[0.9967218,0.0009065959,0.0003917646,0.0004657783,0.001095702,0.000418366],"domain_scores_gemma":[0.9961992,0.000827555,0.0003934922,0.0008071125,0.00127642,0.0004962444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004720787,0.0004639538,0.01522035,0.0008880409,0.000170925,0.000634578,0.004369024,0.1237001,0.02757986,0.3989056,0.02130424,0.4062913],"study_design_scores_gemma":[0.0001169188,0.000489086,0.006493154,0.0006667447,0.0002002782,0.0006753199,0.001596958,0.3803828,0.03109642,0.08073984,0.4973397,0.0002028407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06416495,0.001347077,0.8734777,0.003039265,0.0001866538,0.001244776,0.001163265,0.01197797,0.04339831],"genre_scores_gemma":[0.3029023,0.001872891,0.6639194,0.0003328412,0.00008985808,0.001083149,0.004349694,0.002905929,0.02254402],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01265691,"threshold_uncertainty_score":0.03895891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01434865495344898,"score_gpt":0.2220367521109931,"score_spread":0.2076880971575441,"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."}}