{"id":"W4389546980","doi":"10.1103/physrevd.108.123519","title":"Hyper Suprime-Cam Year 3 results: Cosmology from cosmic shear power spectra","year":2023,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":196,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Fundamental Research Funds for the Central Universities; Japan Society for the Promotion of Science; Science and Technology Facilities Council; Science Mission Directorate; Smithsonian Astrophysical Observatory; Eötvös Loránd Tudományegyetem; National Astronomical Observatory of Japan; Ministry of Education, Culture, Sports, Science and Technology; Queen's University; Core Research for Evolutional Science and Technology; Cabinet Office, Government of Japan; Gordon and Betty Moore Foundation; Queen's University Belfast; Max-Planck-Institut für Astronomie; University of Edinburgh; National Key Research and Development Program of China; Space Telescope Science Institute; Toray Science Foundation; Higher Education Discipline Innovation Project; High Energy Accelerator Research Organization; University of Tokyo; Los Alamos National Laboratory; Princeton University; Johns Hopkins University; Max-Planck-Gesellschaft; Simons Foundation; Durham University; Japan Science and Technology Agency; U.S. Department of Energy; National Natural Science Foundation of China; Smithsonian Institution; University of Maryland; National Aeronautics and Space Administration; University of Hawai'i; National Central University; Academia Sinica; National Science Foundation","keywords":"Physics; Astrophysics; Galaxy; Redshift; Cosmology; Weak gravitational lensing; Spectral density; COSMIC cancer database; Matter power spectrum; Planck; Observational cosmology; Photometric redshift; Cosmic variance; Astronomy; Statistics","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":[0.004559379,0.001024043,0.0009016525,0.00299413,0.0005095184,0.003048688,0.0009165416,0.0005574445,0.01616429],"category_scores_gemma":[0.01145042,0.000242879,0.001052556,0.003025469,0.0006036728,0.001682857,0.001446325,0.001651818,0.003738472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00097465,"about_ca_system_score_gemma":0.001180255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008329616,"about_ca_topic_score_gemma":0.007144876,"domain_scores_codex":[0.9990681,0.0004024002,0.00004463142,0.0001492019,0.0002798553,0.00005583117],"domain_scores_gemma":[0.9949839,0.001785667,0.0007513021,0.0009920612,0.001064492,0.0004225228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001123866,0.00007048494,0.05856152,0.001911868,0.001263418,0.0002702112,0.000326951,0.006344368,0.0006690104,0.2887187,0.3959957,0.2447439],"study_design_scores_gemma":[0.0003046125,0.0001956228,0.2216261,0.001452309,0.0009713719,0.0004626141,0.000271366,0.008822043,0.001814676,0.3558563,0.4080315,0.000191537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1104534,0.1495734,0.07853624,0.04562279,0.01179151,0.000213311,0.1109424,0.005786852,0.4870801],"genre_scores_gemma":[0.8154494,0.03015991,0.03213165,0.006543133,0.009127697,0.0004345499,0.06410551,0.004108286,0.03793993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01616429,"threshold_uncertainty_score":0.054075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01348165515713102,"score_gpt":0.3488954332747365,"score_spread":0.3354137781176055,"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."}}