{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004201817,0.0007970125,0.0004584942,0.001545697,0.002640655,0.003709809,0.00140348,0.001593994,0.01727772],"category_scores_gemma":[0.004137289,0.0009321291,0.0005091684,0.001242952,0.001785615,0.01166302,0.00578833,0.002490616,0.004763687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001429837,"about_ca_system_score_gemma":0.001285686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004219417,"about_ca_topic_score_gemma":0.007280102,"domain_scores_codex":[0.9985018,0.000281793,0.00003515676,0.0002861436,0.0005957636,0.0002994018],"domain_scores_gemma":[0.9968711,0.0007588286,0.0001608769,0.0006706693,0.0005089719,0.001029586],"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":[0.001015319,0.0001356089,0.01776782,0.0003788403,0.0001273472,0.0004462914,0.001515931,0.002843295,0.0137853,0.1056336,0.3181936,0.5381571],"study_design_scores_gemma":[0.00007582317,0.0001350707,0.007490422,0.0003501786,0.00003727006,0.0004930171,0.0008522203,0.003878964,0.001820114,0.08311489,0.9016471,0.0001049484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2140547,0.06561491,0.1915185,0.1060387,0.006160621,0.0004546559,0.0146171,0.02208572,0.3794551],"genre_scores_gemma":[0.4657095,0.02767326,0.3621143,0.01385568,0.005597295,0.0009782196,0.01113059,0.002709325,0.1102318],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01727772,"threshold_uncertainty_score":0.0577997,"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."}}