{"id":"W3095535240","doi":"10.1103/physrevd.103.043522","title":"Cosmological constraints from DES Y1 cluster abundances and SPT multiwavelength data","year":2021,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SLAC National Accelerator Laboratory; University of Edinburgh; Integrated Electronics Engineering Center, Binghamton University; European Regional Development Fund; Ministério da Ciência, Tecnologia e Inovação; Science and Technology Facilities Council; Seventh Framework Programme; University of Illinois at Urbana-Champaign; Ludwig-Maximilians-Universität München; Istituto Nazionale di Astrofisica; U.S. Department of Energy; Kavli Institute for Cosmological Physics, University of Chicago; 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; H2020 European Research Council; Ministero dell’Istruzione, dell’Università e della Ricerca; Instituto Nacional de Ciência e Tecnologia de Fármacos e Medicamentos; Generalitat de Catalunya; Chemical Institute of Canada; Office of Science; Center for Cosmology and Astroparticle Physics, Ohio State University; Institut de Física d'Altes Energies; University of Sussex; University of Cambridge; University of Chicago; National Energy Research Scientific Computing Center; High Energy Physics; Deutsche Forschungsgemeinschaft; Argonne National Laboratory; Centres de Recerca de Catalunya; University of Portsmouth; Fermilab; Texas A and M University; University of California, Santa Cruz; University College London; Eidgenössische Technische Hochschule Zürich; National Centre for Supercomputing Applications; National Science Foundation; University of Michigan; Ohio State University; Higher Education Funding Council for England; Lawrence Berkeley National Laboratory; Stanford University; Financiadora de Estudos e Projetos; University of Pennsylvania; Ministerio de Ciencia e Innovación; European Commission; University of Nottingham","keywords":"Physics; Cosmology; Astrophysics; Dark energy; Redshift; Cluster (spacecraft); Cluster sampling; Galaxy cluster; Projection (relational algebra); Algorithm; Galaxy; Population","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000543003,0.0006560045,0.001708746,0.00002801945,0.0003367039,0.0001358482,0.0008360093,0.0000495543,0.0005921701],"category_scores_gemma":[0.0007493437,0.0005256096,0.0004391593,0.0005371635,0.001038612,0.000847125,0.0008480648,0.0006328325,0.0006629378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008004899,"about_ca_system_score_gemma":0.0002146813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008313495,"about_ca_topic_score_gemma":0.000006356947,"domain_scores_codex":[0.9958093,0.0007149382,0.0009193575,0.001207094,0.0006435199,0.0007057885],"domain_scores_gemma":[0.9961489,0.0009935917,0.0004624036,0.001523783,0.0003277097,0.0005436364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002203689,0.002356728,0.8583018,0.004341608,0.0005049352,0.000001654003,0.0003994602,0.00000277338,0.001925121,0.04279199,0.01374647,0.0756054],"study_design_scores_gemma":[0.001232397,0.0001343283,0.7505595,0.008026619,0.00110041,0.00001279582,0.0001143064,0.00427624,0.0009677731,0.2071603,0.02508712,0.001328231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9539683,0.04155311,0.0001965773,0.0009457856,0.000128732,0.0009076705,0.0005846866,0.0000824312,0.001632743],"genre_scores_gemma":[0.9575558,0.03764588,0.001418177,0.0005247587,0.001156175,0.0001357269,0.001464005,0.00004955894,0.00004985745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1643683,"threshold_uncertainty_score":0.9997196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0305377627582129,"score_gpt":0.3847947510813222,"score_spread":0.3542569883231093,"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."}}