{"id":"W3206468176","doi":"10.1093/mnras/stac078","title":"Dark energy survey year 3 results: Cosmology with peaks using an emulator approach","year":2022,"lang":"en","type":"preprint","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"SLAC National Accelerator Laboratory; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; University of Edinburgh; Office of Science; Deutsche Forschungsgemeinschaft; University of Illinois at Urbana-Champaign; Lawrence Berkeley National Laboratory; University of Pennsylvania; Financiadora de Estudos e Projetos; University of Sussex; Higher Education Funding Council for England; University of Portsmouth; University of Chicago; Texas A and M University; Science and Technology Facilities Council; Eidgenössische Technische Hochschule Zürich; University College London; University of Michigan; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Ohio State University; University of Nottingham; Stanford University; Argonne National Laboratory; U.S. Department of Energy; Fermilab; National Science Foundation","keywords":"Physics; Planck; Omega; Dark energy; Redshift; Weak gravitational lensing; Spectral density; Astrophysics; Sigma; Multiplicative function; Lambda; Gaussian; Cosmology; Statistics; Galaxy; Quantum mechanics; Mathematical analysis; 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":[0.005251232,0.0006038616,0.0005038878,0.001341389,0.0003324201,0.001509268,0.0009380821,0.0004967556,0.004935898],"category_scores_gemma":[0.008204543,0.0002641532,0.001287212,0.001523954,0.0002870987,0.0005812315,0.0008467186,0.0005980255,0.0008460508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004775781,"about_ca_system_score_gemma":0.000441822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007523758,"about_ca_topic_score_gemma":0.004983664,"domain_scores_codex":[0.998689,0.000857256,0.00004307433,0.0001971305,0.0001161706,0.00009732895],"domain_scores_gemma":[0.9950417,0.002938675,0.0004085377,0.001093923,0.0003520086,0.0001651557],"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":[0.002366311,0.000198741,0.3546952,0.0002140734,0.002780957,0.0006395573,0.000369773,0.5128542,0.004730725,0.04017916,0.02458969,0.05638157],"study_design_scores_gemma":[0.0002611432,0.0002902335,0.2095414,0.00005703846,0.0004183509,0.000315442,0.0002870897,0.7297816,0.009998627,0.02448637,0.02443362,0.0001289824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.804024,0.0002237821,0.1496494,0.0003709851,0.00005393149,0.00007875295,0.02859442,0.006449153,0.01055553],"genre_scores_gemma":[0.9256534,0.00004830621,0.05422359,0.00009126495,0.00002605033,0.0001055306,0.01708402,0.00137292,0.001394953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007523758,"threshold_uncertainty_score":0.02777147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01712871559159369,"score_gpt":0.2192726551445926,"score_spread":0.2021439395529989,"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."}}