{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002928451,0.0002077803,0.000325118,0.000007652279,0.0003389682,0.00008566349,0.0003723128,0.0000536514,0.00001770315],"category_scores_gemma":[0.00004299046,0.0001358871,0.000310485,0.0002075262,0.0005738771,0.000133497,0.0006325691,0.0003489321,5.284056e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006256356,"about_ca_system_score_gemma":0.0001921018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002141017,"about_ca_topic_score_gemma":0.000200743,"domain_scores_codex":[0.9982556,0.000295874,0.0004138306,0.0003668915,0.0002925529,0.0003752745],"domain_scores_gemma":[0.9986222,0.0003120749,0.0003326125,0.0004990089,0.0001251984,0.0001089248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005498543,0.0004759154,0.4259462,0.00003398509,0.0005192322,1.190304e-7,0.0004726637,0.5579892,0.000514611,0.0009785714,0.00171454,0.01080504],"study_design_scores_gemma":[0.003092147,0.000215537,0.6589034,0.0003736517,0.0002404553,5.891036e-8,0.003300369,0.2892297,0.04158891,0.0001776102,0.002309076,0.0005691192],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9715698,0.00003197827,0.02600302,0.0006515259,0.00007232244,0.000141735,0.0008427724,0.00001028098,0.0006765097],"genre_scores_gemma":[0.9977789,9.390253e-8,0.001432276,0.00001031703,0.0001521086,0.000006915688,0.00012737,0.00001905719,0.0004729678],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2687595,"threshold_uncertainty_score":0.5541317,"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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