{"id":"W4411445630","doi":"10.1051/0004-6361/202554177","title":"Selection function of clusters in Dark Energy Survey year 3 data from cross-matching with South Pole Telescope detections","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"SLAC National Accelerator Laboratory; Integrated Electronics Engineering Center, Binghamton University; Office of Science; Institut de Física d'Altes Energies; Conselho Nacional de Desenvolvimento Científico e Tecnológico; European Commission; Ministerio de Ciencia e Innovación; Generalitat de Catalunya; European Regional Development Fund; U.S. Department of Energy; Science and Technology Facilities Council; University College London; Argonne National Laboratory; Centres de Recerca de Catalunya; High Energy Physics; Deutsche Forschungsgemeinschaft; University of Portsmouth; Ohio State University; 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; University of Sussex; China Scholarship Council; Ministério da Ciência, Tecnologia e Inovação; University of Chicago; Fermilab; National Science Foundation","keywords":"Physics; Astrophysics; Redshift; Galaxy; Projection (relational algebra); Galaxy cluster; Dark energy; Population; Model selection; Astronomy; Algorithm; Statistics; Cosmology","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":[0.004058992,0.0002356799,0.0002412802,0.0007167445,0.0002208899,0.0009072324,0.0007168825,0.0003583271,0.001478691],"category_scores_gemma":[0.01120268,0.0001830342,0.0005885453,0.0007612645,0.0004447745,0.000695306,0.0007352119,0.0003084807,0.0002264961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007427587,"about_ca_system_score_gemma":0.0004737816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008556199,"about_ca_topic_score_gemma":0.01000123,"domain_scores_codex":[0.9990415,0.0004058844,0.00004473894,0.0003275643,0.0001090027,0.0000712465],"domain_scores_gemma":[0.9957919,0.00207472,0.000923297,0.0006885922,0.000303716,0.0002176536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001852337,0.00004993214,0.8679163,0.000051659,0.000281667,0.0001133279,0.0001781033,0.1132907,0.001404268,0.004910561,0.001544439,0.01007393],"study_design_scores_gemma":[0.00002916913,0.00008880261,0.458883,0.00003235991,0.0001064,0.0002106401,0.0001487151,0.5312619,0.002002833,0.004762289,0.002449279,0.00002451821],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894122,0.00005552094,0.00863435,0.00007356263,0.000007499675,0.00001869868,0.0008625136,0.0001217726,0.0008138309],"genre_scores_gemma":[0.9954816,0.00001646701,0.0027977,0.00002459111,0.000003165851,0.000008257181,0.001461102,0.00002954301,0.0001774617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008556199,"threshold_uncertainty_score":0.02146626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04466920574529298,"score_gpt":0.3347367488125287,"score_spread":0.2900675430672358,"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."}}