{"id":"W4398157533","doi":"10.1103/physrevd.111.063504","title":"Dark Energy Survey Year 3 results: Simulation-based cosmological inference with wavelet harmonics, scattering transforms, and moments of weak lensing mass maps. II. cosmological results","year":2025,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; University of Waterloo; Institute of Particle Physics","funders":"SLAC National Accelerator Laboratory; European Regional Development Fund; European Research Council; Science and Technology Facilities Council; Kavli Institute for Cosmological Physics, University of Chicago; 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; Generalitat de Catalunya; Office of Science; University of Edinburgh; Consejo Superior de Investigaciones Científicas; Center for Cosmology and Astroparticle Physics, Ohio State University; University of Sussex; University of Cambridge; 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; Mitchell Institute; University of Michigan; University of California, Santa Cruz; Ohio State University; Ministério da Ciência, Tecnologia e Inovação; Higher Education Funding Council for England; Lawrence Berkeley National Laboratory; Financiadora de Estudos e Projetos; University of Pennsylvania; Ministerio de Ciencia e Innovación; European Commission; U.S. Department of Energy; University of Nottingham; Stanford University; Fermilab; National Science Foundation","keywords":"Physics; Dark energy; Weak gravitational lensing; Cosmology; Redshift; Cold dark matter; Omega; Gaussian; Statistics; Astrophysics; Statistical physics; Galaxy; Quantum mechanics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007727256,0.0004611331,0.0005388542,0.001243988,0.0004925749,0.001485191,0.001120566,0.0008241428,0.001706215],"category_scores_gemma":[0.02863756,0.0003477719,0.000950773,0.001281465,0.0004473683,0.001056379,0.001025809,0.001138529,0.0005056373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001010582,"about_ca_system_score_gemma":0.001140626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02053444,"about_ca_topic_score_gemma":0.02159251,"domain_scores_codex":[0.9983855,0.0009088365,0.00008289134,0.0002430334,0.0003116182,0.00006814802],"domain_scores_gemma":[0.9919975,0.004658688,0.0007831611,0.001687556,0.0006412557,0.0002317164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0008571493,0.000217261,0.183624,0.0003707744,0.001768584,0.0002468041,0.0002517544,0.6727712,0.002594805,0.05260563,0.02900928,0.05568272],"study_design_scores_gemma":[0.0001481386,0.00006126929,0.02876986,0.00006642858,0.0001163743,0.0001362896,0.00008202187,0.9271067,0.003267241,0.03126271,0.008920656,0.00006235242],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6457804,0.00273524,0.2975037,0.004274779,0.0004965254,0.0002196318,0.02672036,0.004547542,0.01772179],"genre_scores_gemma":[0.920173,0.0003606634,0.06354896,0.0002859827,0.000107607,0.00007928407,0.01401053,0.0005073713,0.0009265447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02053444,"threshold_uncertainty_score":0.04086608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058910493394431,"score_gpt":0.350401772728817,"score_spread":0.3298126677948727,"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."}}