{"id":"W3216802950","doi":"10.1093/mnras/stab3311","title":"Dark Energy Survey Year 3 Results: clustering redshifts – calibration of the weak lensing source redshift distributions with <i>redMaGiC</i> and BOSS/eBOSS","year":2021,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"SLAC National Accelerator Laboratory; H2020 European Research Council; Lawrence Berkeley National Laboratory; Argonne National Laboratory; High Energy Physics; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; European Regional Development Fund; Leibniz-Gemeinschaft; University of Illinois at Urbana-Champaign; Max-Planck-Institut für Astrophysik; University College London; Fundación Bancaria Caixa d'Estalvis i Pensions de Barcelona; Universidad Nacional Autónoma de México; Yale University; U.S. Department of Energy; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Science and Technology Facilities Council; York University; Ministério da Ciência, Tecnologia e Inovação; Ministerio de Economía y Competitividad; University of Sussex; Institut de Física d'Altes Energies; Eidgenössische Technische Hochschule Zürich; Generalitat de Catalunya; Deutsche Forschungsgemeinschaft; University of Colorado Boulder; Office of Science; Fermilab; Texas A and M University; Max-Planck-Institut für Astronomie; Integrated Electronics Engineering Center, Binghamton University; University of Edinburgh; University of Nottingham; European Commission; Carnegie Institution for Science; Alfred P. Sloan Foundation; Centres de Recerca de Catalunya; University of Oxford; Carnegie Institution of Washington; University of Virginia; Carnegie Mellon University; Vanderbilt University; University of Chicago; University of Notre Dame; Higher Education Funding Council for England; University of Tokyo; University of Arizona; University of Washington; Johns Hopkins University; University of Portsmouth; New Mexico State University; University of Utah; Ohio State University; Financiadora de Estudos e Projetos; Stanford University; Smithsonian Institution; National Science Foundation; University of Pennsylvania","keywords":"Physics; Redshift; Weak gravitational lensing; Boss; Dark energy; Astrophysics; Cluster analysis; Calibration; Astronomy; Photometric redshift; Redshift survey; Cosmology; Galaxy; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002890506,0.0003093967,0.0002067617,0.001045312,0.0003316496,0.0006468922,0.0003097771,0.0002935553,0.001261427],"category_scores_gemma":[0.003643604,0.0001734758,0.0005964609,0.001434085,0.0002226052,0.0002779557,0.0004977453,0.000323225,0.0006060327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009030044,"about_ca_system_score_gemma":0.0005154813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03835871,"about_ca_topic_score_gemma":0.05420915,"domain_scores_codex":[0.9992616,0.0002239009,0.00004672469,0.0001350777,0.0002414943,0.00009124951],"domain_scores_gemma":[0.9967144,0.000601359,0.001000524,0.000772224,0.0007053144,0.0002062539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007199257,0.00007538481,0.8952904,0.00006430773,0.0003362691,0.0001111218,0.0001864737,0.05080419,0.00761294,0.002574595,0.01176512,0.03045927],"study_design_scores_gemma":[0.00008320084,0.00005660261,0.9221553,0.00001895313,0.00004706868,0.00007661291,0.00009667181,0.06033069,0.008567803,0.0008568676,0.00766398,0.00004629124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660306,0.0002221646,0.01208202,0.0002504378,0.00003010421,0.00005505987,0.01265973,0.0008208213,0.007849021],"genre_scores_gemma":[0.9791507,0.00005798083,0.007176918,0.000084433,0.00001461482,0.00002713971,0.01249368,0.000256526,0.0007380735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03835871,"threshold_uncertainty_score":0.07627088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009158922611523821,"score_gpt":0.2136618977380774,"score_spread":0.2045029751265535,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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