{"id":"W4296592043","doi":"10.1093/mnras/stad1594","title":"Dark Energy Survey Year 3 results: magnification modelling and impact on cosmological constraints from galaxy clustering and galaxy–galaxy lensing","year":2023,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Perimeter Institute; University of Waterloo","funders":"SLAC National Accelerator Laboratory; H2020 European Research Council; Integrated Electronics Engineering Center, Binghamton University; European Regional Development Fund; Science and Technology Facilities Council; Office of Science; National Centre for Supercomputing Applications; Eidgenössische Technische Hochschule Zürich; Institut de Física d'Altes Energies; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministerio de Economía y Competitividad; European Commission; Ministerio de Ciencia e Innovación; Generalitat de Catalunya; University of Illinois at Urbana-Champaign; 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; Center for Cosmology and Astroparticle Physics, Ohio State University; University of Sussex; Higher Education Funding Council for England; Kavli Institute for Cosmological Physics, University of Chicago; North Carolina Stroke Association; University College London; University of Portsmouth; University of California, Santa Cruz; Ohio State University; High Energy Physics; Deutsche Forschungsgemeinschaft; Argonne National Laboratory; Centres de Recerca de Catalunya; U.S. Department of Energy; Fermilab; National Science Foundation","keywords":"Physics; Astrophysics; Galaxy; Dark energy; Magnification; Redshift; Weak gravitational lensing; Astronomy; Cosmology; Optics","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":[0.003629078,0.0003763628,0.0003817285,0.0006236144,0.0002905323,0.001167004,0.0005832018,0.0005331392,0.001940815],"category_scores_gemma":[0.009024518,0.0002026746,0.0009982944,0.0007680108,0.0004447198,0.0005232884,0.0004375623,0.0005030334,0.0002693625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164064,"about_ca_system_score_gemma":0.0004784484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03183428,"about_ca_topic_score_gemma":0.02866661,"domain_scores_codex":[0.9992105,0.0004012079,0.00003764833,0.0001216776,0.0001308801,0.00009805568],"domain_scores_gemma":[0.9912351,0.005593168,0.001193277,0.000960088,0.0006394979,0.0003788035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000860291,0.00007857736,0.7016338,0.0000777386,0.0006620699,0.0003260568,0.000144518,0.273633,0.004452613,0.005539906,0.003066601,0.00952487],"study_design_scores_gemma":[0.00008429601,0.0001237891,0.473527,0.00002905634,0.0002233206,0.0001208391,0.0001160622,0.513139,0.006123841,0.003463508,0.002991295,0.00005792774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905192,0.0001628761,0.005249356,0.0003060963,0.0000144927,0.000005966573,0.001493678,0.0002530117,0.001995322],"genre_scores_gemma":[0.9973286,0.00002416538,0.001323286,0.00004191262,0.000008683126,0.00000289523,0.0009111083,0.0000698442,0.0002893824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03183428,"threshold_uncertainty_score":0.06329793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0184494559845801,"score_gpt":0.220398155360096,"score_spread":0.2019486993755159,"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."}}