{"id":"W7081570754","doi":"10.1051/0004-6361/202554893/pdf","title":"KiDS-Legacy: Consistency of cosmic shear measurements and joint cosmological constraints with external probes","year":2025,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council; Lawrence Berkeley National Laboratory; Division of Astronomical Sciences; Canadian Space Agency; Office of Science; Instituto de Astrofísica de Canarias; Max-Planck-Gesellschaft; Knut och Alice Wallenbergs Stiftelse; Consejo Nacional de Ciencia y Tecnología; Smithsonian Institution; U.S. Department of Energy; National Natural Science Foundation of China; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Deutsche Forschungsgemeinschaft; Commissariat à l'Énergie Atomique et aux Énergies Alternatives; National Energy Research Scientific Computing Center; National Science Foundation; UK Research and Innovation; Austrian Science Fund; UK Space Agency; Bundesministerium für Bildung und Forschung; Carnegie Mellon University; Alfred P. Sloan Foundation; Johns Hopkins University; University of Utah; Carnegie Institution of Washington; Ministerio de Ciencia e Innovación; European Commission; Carnegie Institution for Science; Heising-Simons Foundation; Gordon and Betty Moore Foundation; University of Portsmouth; Alexander von Humboldt-Stiftung; Imperial College London","keywords":"Cosmic microwave background; COSMIC cancer database; Consistency (knowledge bases); Planck; Baryon acoustic oscillations; Shear (geology); Supernova; Dark energy; Redshift; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004248158,0.0006978216,0.0006856638,0.003963076,0.0006733785,0.002348414,0.00127775,0.0004223442,0.004181471],"category_scores_gemma":[0.0132671,0.000488109,0.0007821755,0.005537438,0.0005330302,0.0008928516,0.002834627,0.000696674,0.002080715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000732547,"about_ca_system_score_gemma":0.001111463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02055969,"about_ca_topic_score_gemma":0.02726798,"domain_scores_codex":[0.9968601,0.0006398979,0.0003451908,0.000927835,0.0008359128,0.0003909928],"domain_scores_gemma":[0.985751,0.002474197,0.003318995,0.005311222,0.002394742,0.0007498153],"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":[0.0003052679,0.00004590148,0.954533,0.0001144829,0.0004878558,0.0001217413,0.0004607241,0.003459328,0.002091588,0.002272665,0.01670292,0.01940457],"study_design_scores_gemma":[0.00006442932,0.00007882108,0.9507041,0.00005423957,0.0001650894,0.0003758791,0.0004512122,0.004759964,0.003401955,0.001057757,0.03881726,0.00006931434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8179091,0.0002780271,0.015363,0.0002340982,0.0000626749,0.0001044158,0.1517873,0.001503835,0.01275747],"genre_scores_gemma":[0.6868183,0.0001231346,0.01316913,0.0001314599,0.00006883578,0.0001863342,0.2964258,0.0007677915,0.002309159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02055969,"threshold_uncertainty_score":0.04088008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344832832988913,"score_gpt":0.230828886832998,"score_spread":0.2073805585031088,"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."}}