{"id":"W7111376746","doi":"10.1051/0004-6361/202554908/pdf","title":"KiDS-Legacy: Cosmological constraints from cosmic shear with the complete Kilo-Degree Survey","year":2025,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council; Max-Planck-Gesellschaft; Knut och Alice Wallenbergs Stiftelse; Austrian Science Fund; Ministerio de Ciencia e Innovación; Bundesministerium für Bildung und Forschung; National Natural Science Foundation of China; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; European Commission; National Science Foundation; Imperial College London; Aspen Center for Physics; Deutsche Forschungsgemeinschaft; Canadian Space Agency; UK Research and Innovation; UK Space Agency; University of Portsmouth; Alexander von Humboldt-Stiftung","keywords":"Redshift; Cosmic microwave background; Photometric redshift; Planck; COSMIC cancer database; Galaxy; Halo; Baryon; Dark matter","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":[0.001101412,0.0005078122,0.0004526113,0.001251377,0.0003607871,0.001241152,0.0006303816,0.0002322621,0.004060047],"category_scores_gemma":[0.003438393,0.0004114147,0.0005316525,0.001454981,0.0003266827,0.000477387,0.001962939,0.0004737269,0.001295122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004595391,"about_ca_system_score_gemma":0.0005127313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01484859,"about_ca_topic_score_gemma":0.02739164,"domain_scores_codex":[0.9993725,0.000132506,0.0000329858,0.0001823047,0.0001187643,0.0001609077],"domain_scores_gemma":[0.9977772,0.0003886541,0.000554065,0.0005618523,0.0002332702,0.0004850038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003911018,0.00004631123,0.9038576,0.0002778427,0.0004842984,0.0004844891,0.0007742971,0.01941139,0.005113179,0.01342415,0.01981453,0.03592077],"study_design_scores_gemma":[0.00007264673,0.00006914009,0.9132352,0.0001030392,0.0001644729,0.0006256922,0.0004726063,0.01977086,0.003111538,0.002872115,0.0594161,0.00008665008],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468892,0.0005923008,0.008924881,0.0002615631,0.00004045561,0.00002750222,0.02423327,0.0004508661,0.01858011],"genre_scores_gemma":[0.9609966,0.0002934267,0.007449359,0.00009641285,0.00006218805,0.00003412893,0.02930262,0.0001775047,0.001587794],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01484859,"threshold_uncertainty_score":0.02952433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996665782253826,"score_gpt":0.2285796416635054,"score_spread":0.2086129838409672,"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."}}