{"id":"W4384652382","doi":"10.1002/asna.20230108","title":"The Maunakea Spectroscopic Explorer: Thousands of fibers, infinite possibilities","year":2023,"lang":"en","type":"article","venue":"Astronomische Nachrichten","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Department of Electronics and Information Technology, Ministry of Communications and Information Technology","keywords":"Physics; Galaxy; Astronomy; Astrophysics; Universe; Redshift; Milky Way; Telescope; Spectral resolution; Galaxy formation and evolution; Sky; Pathfinder; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004686795,0.0002800268,0.0003641011,0.0001097061,0.0003877063,0.0001071261,0.0006253876,0.00004477207,0.0004669063],"category_scores_gemma":[0.00002768893,0.0002016596,0.0002878366,0.0005333414,0.000372175,0.0002302286,0.0003144604,0.000403339,0.0005577602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003444601,"about_ca_system_score_gemma":0.0002032965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001036497,"about_ca_topic_score_gemma":0.000001588848,"domain_scores_codex":[0.9977885,0.0001226869,0.0004815525,0.0003889812,0.0003531556,0.0008650586],"domain_scores_gemma":[0.9982879,0.0006163072,0.0001937875,0.0006324949,0.00009089965,0.0001785652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005137898,0.0004838505,0.5059354,0.00004522095,0.001288477,0.000004872003,0.002576629,0.0009957165,0.01307165,0.07176076,0.01879008,0.3845336],"study_design_scores_gemma":[0.009358089,0.002448521,0.3733484,0.0003174496,0.0004051466,0.000001492505,0.05632586,0.01111345,0.4126058,0.02966107,0.1016588,0.002755918],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9731588,0.00009229872,0.007585545,0.0004641049,0.000188746,0.0003790025,0.00008618544,0.0001063784,0.01793889],"genre_scores_gemma":[0.994607,0.000008582187,0.0006601198,0.000007013158,0.0005885183,0.0001186625,0.00007914847,0.00003669209,0.003894229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3995341,"threshold_uncertainty_score":0.8223441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548462501927612,"score_gpt":0.2773674757858896,"score_spread":0.2618828507666134,"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."}}