{"id":"W3165898284","doi":"10.1103/physrevd.105.023520","title":"Dark Energy Survey Year 3 results: Cosmological constraints from galaxy clustering and weak lensing","year":2022,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":1131,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"SLAC National Accelerator Laboratory; H2020 European Research Council; Integrated Electronics Engineering Center, Binghamton University; Kavli Institute for Theoretical Physics, University of California, Santa Barbara; European Regional Development Fund; Science and Technology Facilities Council; University of Illinois at Urbana-Champaign; Ludwig-Maximilians-Universität München; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministério da Ciência, Tecnologia e Inovação; Generalitat de Catalunya; Office of Science; University of Edinburgh; Center for Cosmology and Astroparticle Physics, Ohio State University; University of Sussex; Institut de Física d'Altes Energies; Eidgenössische Technische Hochschule Zürich; National Aeronautics and Space Administration; University College London; University of Cambridge; High Energy Physics; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); Deutsche Forschungsgemeinschaft; Argonne National Laboratory; Centres de Recerca de Catalunya; University of Chicago; Texas A and M University; University of Portsmouth; Association of Canadian Universities for Research in Astronomy; Instituto Nacional de Ciência e Tecnologia de Fármacos e Medicamentos; Ohio State University; Higher Education Funding Council for England; Lawrence Berkeley National Laboratory; Financiadora de Estudos e Projetos; University of Pennsylvania; University of Nottingham; Stanford University; University of Michigan; Ministerio de Ciencia e Innovación; European Commission; U.S. Department of Energy; Fermilab; National Science Foundation","keywords":"Physics; Dark energy; Astrophysics; Weak gravitational lensing; Galaxy; Cosmology; Photometric redshift; Gravitational lens; Redshift survey; Dark matter; Redshift; Astronomy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001038288,0.0006255615,0.001623848,0.00005603403,0.0005297221,0.00008307616,0.0005673469,0.00002828246,0.0003057013],"category_scores_gemma":[0.000358081,0.0005647113,0.0005146844,0.0007069076,0.0003684865,0.0003580402,0.0007784119,0.0007364198,0.0001767319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002291789,"about_ca_system_score_gemma":0.0001391967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006761177,"about_ca_topic_score_gemma":0.00001602604,"domain_scores_codex":[0.9950191,0.001310301,0.001095506,0.0009981964,0.0008482973,0.0007285766],"domain_scores_gemma":[0.9969677,0.000910526,0.0006688581,0.0008585941,0.0002082974,0.0003860075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001544074,0.001450829,0.8828079,0.001396093,0.0004224894,8.662851e-7,0.0003087544,0.00003473035,0.001218328,0.04394266,0.04187625,0.02638671],"study_design_scores_gemma":[0.001555957,0.0003659539,0.8762015,0.002972312,0.000513478,0.00001096858,0.0001394463,0.001820289,0.0001753951,0.07913466,0.03565396,0.00145612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.98276,0.009521618,0.0002123971,0.0006986252,0.000224226,0.0008412507,0.001014032,0.0001132963,0.004614516],"genre_scores_gemma":[0.9917458,0.005201302,0.0001754352,0.0002950892,0.000662708,0.0002223362,0.001552952,0.00006388939,0.00008042937],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03519199,"threshold_uncertainty_score":0.9996805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996936885423582,"score_gpt":0.3360848975168167,"score_spread":0.3161155286625809,"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."}}