{"id":"W4389548634","doi":"10.1103/physrevd.108.123517","title":"Hyper Suprime-Cam Year 3 results: Cosmology from galaxy clustering and weak lensing with HSC and SDSS using the emulator based halo model","year":2023,"lang":"en","type":"article","venue":"Physical review. D/Physical review. D.","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":78,"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 Mission Directorate; Smithsonian Astrophysical Observatory; Eötvös Loránd Tudományegyetem; National Astronomical Observatory of Japan; National Central University; Ministry of Education, Culture, Sports, Science and Technology; Queen's University; Core Research for Evolutional Science and Technology; Cabinet Office, Government of Japan; Academia Sinica; Queen's University Belfast; National Key Research and Development Program of China; Space Telescope Science Institute; Toray Science Foundation; Higher Education Discipline Innovation Project; University of Tokyo; High Energy Accelerator Research Organization; Max-Planck-Institut für Astronomie; University of Edinburgh; Los Alamos National Laboratory; Princeton University; Johns Hopkins University; Japan Science and Technology Agency; Smithsonian Institution; National Natural Science Foundation of China; University of Hawai'i; Max-Planck-Gesellschaft; Simons Foundation; Durham University; University of Maryland; National Aeronautics and Space Administration; David and Lucile Packard Foundation; National Science Foundation","keywords":"Physics; Astrophysics; Galaxy; Cosmology; Redshift; Photometric redshift; Halo; Weak gravitational lensing; Sky; Luminosity; Astronomy","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":[0.003439393,0.0006279052,0.0006902267,0.001271895,0.0004904472,0.001776445,0.001080226,0.0004448966,0.009506632],"category_scores_gemma":[0.004894234,0.0002426927,0.001263647,0.001385324,0.0002830267,0.0009341732,0.0009170797,0.0008229692,0.002314594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006928899,"about_ca_system_score_gemma":0.001046409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02371247,"about_ca_topic_score_gemma":0.01957459,"domain_scores_codex":[0.9994712,0.000248693,0.00001648468,0.0000724671,0.0001278542,0.00006337025],"domain_scores_gemma":[0.9975823,0.0007603049,0.0001950844,0.0006373858,0.0004996829,0.0003251839],"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":[0.002330472,0.000311852,0.156956,0.001067686,0.001806375,0.0008763573,0.0003124672,0.1570632,0.002784837,0.1365645,0.4399998,0.09992646],"study_design_scores_gemma":[0.00128472,0.000500236,0.2576289,0.0003727489,0.001099345,0.000533767,0.0002810609,0.4668535,0.007551773,0.1129074,0.150722,0.0002644521],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4462841,0.004693784,0.07738611,0.00658484,0.001287955,0.0002975829,0.2427546,0.02055642,0.2001545],"genre_scores_gemma":[0.8401105,0.0009001781,0.0348591,0.0007146336,0.0004428622,0.0002129467,0.1063641,0.003480321,0.01291541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02371247,"threshold_uncertainty_score":0.04714888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02223451482540232,"score_gpt":0.3447205679377968,"score_spread":0.3224860531123944,"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."}}