{"id":"W3095590242","doi":"10.1051/0004-6361/202039805","title":"KiDS-1000 Cosmology: Constraints beyond flat ΛCDM","year":2021,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Cosmology and Gravitation Theories","field":"Physics and Astronomy","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Brookhaven National Laboratory; Australian Research Council; European Research Council; Max-Planck-Gesellschaft; Harvard University; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Carnegie Mellon University; Bundesministerium für Bildung und Forschung; U.S. Department of Energy; National Natural Science Foundation of China; Deutsche Forschungsgemeinschaft; York University; Office of Science; College of Engineering, Michigan State University; Princeton University; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Yale University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Ohio State University; New Mexico State University; University of Portsmouth; Vanderbilt University; Alexander von Humboldt-Stiftung; National Science Foundation; European Commission","keywords":"Dark energy; Cosmic microwave background; Weak gravitational lensing; Dark matter; Cold dark matter; Cosmic background radiation; Shape of the universe; Cosmological constant; Lambda-CDM model; Galaxy","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":[0.00007082852,0.0002318729,0.000289715,0.00003454289,0.0002858584,0.00006904543,0.0001088164,0.00005518721,0.0007557608],"category_scores_gemma":[0.000003648955,0.0002483351,0.0001149572,0.0001358815,0.0004894459,0.0001891509,0.0001107285,0.0002635976,0.0001066785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001043453,"about_ca_system_score_gemma":0.0001373894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001215421,"about_ca_topic_score_gemma":0.000001095058,"domain_scores_codex":[0.9988551,0.00008873948,0.0002317328,0.0003749315,0.0000877285,0.000361803],"domain_scores_gemma":[0.9992912,0.000109556,0.0001025606,0.0002538623,0.0001072566,0.0001355288],"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":[0.00002051484,0.00007713438,0.04537735,0.00000485797,0.0001500956,0.00001012887,0.0001998793,0.00001608983,0.001134679,0.5959836,0.0003648425,0.3566608],"study_design_scores_gemma":[0.002828087,0.0002491605,0.03255957,0.00004322075,0.0002337315,0.00003804229,0.005425847,0.00001230842,0.04282049,0.8098838,0.1049449,0.0009607508],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6822543,0.0001260321,0.3067212,0.0006682101,0.0004089092,0.0001507142,0.0002284058,0.00005306493,0.009389109],"genre_scores_gemma":[0.9700435,8.848978e-7,0.02825833,0.0001463346,0.0003388292,0.00001953632,0.0003032698,0.00001822942,0.0008710403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3557001,"threshold_uncertainty_score":0.9999969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005322371699210389,"score_gpt":0.2213270029942028,"score_spread":0.2160046312949924,"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."}}