{"id":"W4362607037","doi":"10.1103/physrevd.107.083504","title":"Dark Energy Survey Year 3 results: Constraints on extensions to ΛCDM with weak lensing and galaxy clustering","year":2023,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":128,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Perimeter Institute","funders":"SLAC National Accelerator Laboratory; H2020 European Research Council; Integrated Electronics Engineering Center, Binghamton University; European Regional Development Fund; Science and Technology Facilities Council; University of Illinois at Urbana-Champaign; Universidade Estadual Paulista; 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; University of Cambridge; National Energy Research Scientific Computing Center; High Energy Physics; Deutsche Forschungsgemeinschaft; Argonne National Laboratory; Centres de Recerca de Catalunya; University of Portsmouth; University of Chicago; Texas A and M University; Institut de Física d'Altes Energies; National Centre for Supercomputing Applications; Eidgenössische Technische Hochschule Zürich; University College London; University of Michigan; Jet Propulsion Laboratory; University of California, Santa Cruz; 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; Stanford Research Computing Center, Stanford University; Ministerio de Ciencia e Innovación; European Commission; U.S. Department of Energy; University of Nottingham; Stanford University; Fermilab; National Science Foundation","keywords":"Dark energy; General relativity; Weak gravitational lensing; Physics; Cold dark matter; Dark matter; Lambda; Cosmology; Galaxy; Energy (signal processing); Zero (linguistics); Theoretical physics; Algorithm; Astrophysics; Computer science; Quantum mechanics; Philosophy; Redshift","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008209731,0.0003996448,0.0005068028,0.00006469438,0.0004426138,0.0001380697,0.0003527528,0.00009911903,0.00007594607],"category_scores_gemma":[0.0006618301,0.0004246447,0.0004624613,0.000606819,0.0004230361,0.0002630555,0.0004172151,0.000506588,0.00102438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009204733,"about_ca_system_score_gemma":0.0001754077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001525182,"about_ca_topic_score_gemma":0.00004971238,"domain_scores_codex":[0.9971495,0.0003173253,0.0006370457,0.0007356546,0.0005296317,0.000630805],"domain_scores_gemma":[0.9970738,0.001239931,0.0004549304,0.0007741058,0.0001160889,0.0003412013],"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":[0.0001810267,0.0001569691,0.00005982329,0.0007157116,0.0001876033,0.00003753271,0.0001530031,0.00005962282,0.0004632031,0.9816832,0.004705159,0.01159717],"study_design_scores_gemma":[0.01154069,0.01083015,0.02952455,0.1313338,0.009873588,0.000781153,0.002967789,0.1949966,0.08249505,0.3650715,0.1483668,0.01221827],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888288,0.000903882,0.0007081323,0.001005027,0.0002590609,0.0001247794,0.0003360074,0.00009411657,0.007740217],"genre_scores_gemma":[0.9948239,0.001739291,0.0004640834,0.001362655,0.0005772942,0.0002303075,0.0006369406,0.0001024135,0.00006312319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6166117,"threshold_uncertainty_score":0.9998205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01776430054786459,"score_gpt":0.3183163487878463,"score_spread":0.3005520482399817,"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."}}