{"id":"W3166030703","doi":"10.1103/physrevd.105.023515","title":"Dark Energy Survey Year 3 results: Cosmology from cosmic shear and robustness to modeling uncertainty","year":2022,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":379,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"SLAC National Accelerator Laboratory; H2020 European Research Council; Argonne National Laboratory; 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; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministerio de Economía y Competitividad; High Energy Physics; Deutsche Forschungsgemeinschaft; Generalitat de Catalunya; Office of Science; University of Edinburgh; Lawrence Berkeley National Laboratory; University of Pennsylvania; Financiadora de Estudos e Projetos; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; University of Sussex; Eidgenössische Technische Hochschule Zürich; University College London; Ministério da Ciência, Tecnologia e Inovação; Higher Education Funding Council for England; University of Portsmouth; University of Chicago; Texas A and M University; University of Michigan; Ohio State University; University of Nottingham; Stanford University; U.S. Department of Energy; University of Cambridge; Fermilab; National Science Foundation","keywords":"Dark energy; Cosmology; COSMIC cancer database; Robustness (evolution); Physics; Physical cosmology; Survey research; Cosmological model; Astronomy; Astrophysics; Psychology; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009262759,0.0004787245,0.001485689,0.00005577864,0.0004093579,0.00003497495,0.0005548124,0.00002878163,0.0001000082],"category_scores_gemma":[0.0004467918,0.0004359094,0.0003602582,0.000890535,0.0001592067,0.0001335264,0.0005677612,0.000620515,0.0001071041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007430043,"about_ca_system_score_gemma":0.0001351032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001262593,"about_ca_topic_score_gemma":0.00001990028,"domain_scores_codex":[0.9957308,0.001544755,0.0007302403,0.0009763766,0.0004637683,0.0005540189],"domain_scores_gemma":[0.9970682,0.001285475,0.0002867246,0.0007720662,0.0002560815,0.0003314945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001378739,0.003598027,0.01925603,0.001923721,0.001026313,0.00003427395,0.0008876604,0.03089761,0.001624833,0.7068697,0.1048988,0.1276043],"study_design_scores_gemma":[0.001446063,0.0005846456,0.003470873,0.002077969,0.0007153318,0.000004157275,0.0001451398,0.01453114,0.00018998,0.9180984,0.05726539,0.001470877],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9693193,0.01668779,0.004944535,0.003550092,0.0003407679,0.001213109,0.002773249,0.00009675247,0.001074444],"genre_scores_gemma":[0.9904733,0.002388608,0.0002484279,0.003719841,0.0004876585,0.0005621099,0.001971642,0.00005641885,0.00009194228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2112287,"threshold_uncertainty_score":0.9998093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02005815691865325,"score_gpt":0.3776741251818971,"score_spread":0.3576159682632439,"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."}}