{"id":"W3133415675","doi":"10.3847/1538-3881/ae03ab","title":"UNIONS: The Ultraviolet Near-infrared Optical Northern Survey","year":2025,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Photocathodes and Microchannel Plates","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Japan Society for the Promotion of Science; Canadian Space Agency; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Eötvös Loránd Tudományegyetem; Toray Science Foundation; High Energy Accelerator Research Organization; National Astronomical Observatory of Japan; National Central University; Centre National de la Recherche Scientifique; Max-Planck-Gesellschaft; Ministry of Education, Culture, Sports, Science and Technology; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Queen's University; Cabinet Office, Government of Japan; Science Mission Directorate; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; University of Hawai'i; Deutsche Forschungsgemeinschaft; Gordon and Betty Moore Foundation; Queen's University Belfast; Academia Sinica; European Commission; Space Telescope Science Institute; Canarie; Centre National d’Etudes Spatiales; Los Alamos National Laboratory; European Space Agency; Johns Hopkins University; Princeton University; Japan Science and Technology Agency; Smithsonian Institution; Canadian Foundation for AIDS Research; HORIZON EUROPE Framework Programme; Nuclear Safety and Security Commission; National Science Foundation; National Aeronautics and Space Administration; Natural Sciences and Engineering Research Council of Canada; Durham University","keywords":"Ultraviolet; Infrared; Remote sensing; Geography; Optics; Physics","routes":{"ca_aff":false,"ca_fund":true,"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":[0.001408806,0.0002453742,0.0003216033,0.002196677,0.0008649778,0.001025206,0.0006168978,0.0003044461,0.01561621],"category_scores_gemma":[0.001613129,0.0002457605,0.0001806985,0.002175442,0.000187373,0.0007768769,0.002113739,0.0004145024,0.004821471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008146861,"about_ca_system_score_gemma":0.001308962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04388653,"about_ca_topic_score_gemma":0.0643577,"domain_scores_codex":[0.9988773,0.0002029186,0.00004688416,0.0002436512,0.0003830963,0.0002460533],"domain_scores_gemma":[0.9981611,0.00009916966,0.0003032045,0.0002421243,0.0004965311,0.0006978269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005457833,0.0002299437,0.3891842,0.0002110445,0.00008240048,0.0002401049,0.0006931168,0.0005779368,0.002420658,0.004532935,0.4598835,0.1413983],"study_design_scores_gemma":[0.00009661035,0.00008750946,0.722072,0.0001733843,0.00003472908,0.0002514078,0.0007603146,0.001023719,0.0006489543,0.001098851,0.2737207,0.00003178636],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4855325,0.001918781,0.004894413,0.001707003,0.0003072027,0.0006645485,0.3401012,0.002614669,0.1622597],"genre_scores_gemma":[0.5037798,0.0009602049,0.0109578,0.001257816,0.0003830991,0.0008836749,0.436617,0.0003576661,0.044803],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04388653,"threshold_uncertainty_score":0.08726221,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008883164312372243,"score_gpt":0.216524637814766,"score_spread":0.2076414735023938,"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."}}