{"id":"W4210300197","doi":"10.1093/mnras/stac147","title":"Dark Energy Survey Year 3 results: marginalization over redshift distribution uncertainties using ranking of discrete realizations","year":2022,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"SLAC National Accelerator Laboratory; Integrated Electronics Engineering Center, Binghamton University; European Regional Development Fund; European Research Council; Science and Technology Facilities Council; University of Illinois at Urbana-Champaign; Conselho Nacional de Desenvolvimento Científico e Tecnológico; European Commission; Ministerio de Ciencia e Innovación; Agencia Nacional de Investigación y Desarrollo; Generalitat de Catalunya; University of Edinburgh; Lawrence Berkeley National Laboratory; University of Pennsylvania; Financiadora de Estudos e Projetos; University of Sussex; Institut de Física d'Altes Energies; Eidgenössische Technische Hochschule Zürich; National Aeronautics and Space Administration; University College London; Ministério da Ciência, Tecnologia e Inovação; Higher Education Funding Council for England; University of Portsmouth; Texas A and M University; University of Chicago; Ohio State University; University of Nottingham; Stanford University; Deutsche Forschungsgemeinschaft; Argonne National Laboratory; Centres de Recerca de Catalunya; U.S. Department of Energy; Fermilab; National Science Foundation","keywords":"Physics; Redshift; Dark energy; Weak gravitational lensing; Cosmology; Redshift survey; Photometric redshift; Astrophysics; Galaxy; Statistical physics","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":[0.008520076,0.0006395326,0.0006953882,0.001433626,0.000510238,0.002093246,0.001005266,0.0006874894,0.004255254],"category_scores_gemma":[0.03125145,0.0002762885,0.0007978384,0.001005339,0.001108342,0.001777714,0.001100003,0.001056751,0.000527679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227613,"about_ca_system_score_gemma":0.001314854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00984186,"about_ca_topic_score_gemma":0.01346695,"domain_scores_codex":[0.9967927,0.002077952,0.0001440495,0.0003650656,0.0004662234,0.0001539224],"domain_scores_gemma":[0.9812367,0.01268513,0.0009839319,0.003334763,0.001310399,0.0004489922],"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":[0.001064929,0.0001213262,0.05494363,0.0002451535,0.0003934933,0.0001517304,0.0002181801,0.7719603,0.002992345,0.04228641,0.006646661,0.1189759],"study_design_scores_gemma":[0.00005806452,0.00008082429,0.006671233,0.00003446465,0.0000359723,0.00007487725,0.00007142984,0.9505484,0.004505982,0.03568775,0.002192098,0.00003901447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.263664,0.0005649679,0.7256741,0.0008140198,0.00009161951,0.000129168,0.002631866,0.002633333,0.003796904],"genre_scores_gemma":[0.8896139,0.00009666855,0.105736,0.000110418,0.00006006673,0.00005795808,0.002645409,0.000260559,0.001419057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00984186,"threshold_uncertainty_score":0.04505903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009755557036381608,"score_gpt":0.2127243876455243,"score_spread":0.2029688306091427,"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."}}