{"id":"W4393063879","doi":"10.48550/arxiv.2403.13794","title":"Cosmic shear with small scales: DES-Y3, KiDS-1000 and HSC-DR1","year":2024,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Argonne National Laboratory; Planetary Science Division; Integrated Electronics Engineering Center, Binghamton University; Science and Technology Facilities Council; Science Mission Directorate; Smithsonian Astrophysical Observatory; University of Illinois at Urbana-Champaign; Max-Planck-Institut für Astronomie; Institut de Física d'Altes Energies; Eötvös Loránd Tudományegyetem; National Astronomical Observatory of Japan; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Los Alamos National Laboratory; Princeton University; Johns Hopkins University; Università degli Studi di Padova; Generalitat Valenciana; Deutsche Forschungsgemeinschaft; Queen's University Belfast; National Central University; University of Sussex; University of Oxford; SLAC National Accelerator Laboratory; Ministry of Education, Culture, Sports, Science and Technology; Queen's University; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Space Telescope Science Institute; University of Portsmouth; Ministério da Ciência, Tecnologia e Inovação; Cabinet Office, Government of Japan; Toray Science Foundation; Ohio State University; Academia Sinica; Japan Science and Technology Agency; Smithsonian Institution; U.S. Department of Energy; University College London; National Aeronautics and Space Administration; Lawrence Berkeley National Laboratory; Financiadora de Estudos e Projetos; University of Pennsylvania; Durham University; Fermilab; National Science Foundation","keywords":"Physics; COSMIC cancer database; Scale (ratio); Geology; Astrophysics","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":[0.0001148609,0.000450315,0.0004358991,0.0001699012,0.0002202434,0.0001810582,0.0004886228,0.0001272488,0.0001819121],"category_scores_gemma":[0.000002579015,0.0004276043,0.0001988042,0.0004111895,0.00063637,0.0001112572,0.001444826,0.001319117,0.000275373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122076,"about_ca_system_score_gemma":0.0003481145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000541959,"about_ca_topic_score_gemma":0.00002445267,"domain_scores_codex":[0.997934,0.0000919724,0.0001683466,0.001092775,0.0001044402,0.0006084225],"domain_scores_gemma":[0.9987174,0.00009508654,0.00009633142,0.0005658498,0.0001368196,0.0003885477],"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":[0.001256859,0.001376394,0.2279141,0.001008326,0.003224927,0.000883891,0.0009842255,0.07093755,0.0003900436,0.5303427,0.001124682,0.1605563],"study_design_scores_gemma":[0.01230806,0.003175314,0.07347184,0.006965517,0.003794277,0.00002108929,0.0107822,0.1999905,0.008607849,0.6585322,0.012225,0.01012619],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8609266,0.00007744905,0.1266313,0.00005387705,0.00008109833,0.0003672151,0.0001498659,0.000084139,0.01162843],"genre_scores_gemma":[0.9940115,0.00001978651,0.0006623961,0.00001228827,0.0003003409,0.000004495963,0.00007083166,0.00005227309,0.00486615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1544423,"threshold_uncertainty_score":0.9998176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04766814155554473,"score_gpt":0.193770787383368,"score_spread":0.1461026458278232,"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."}}