{"id":"W4389547741","doi":"10.1103/physrevd.108.123521","title":"Hyper Suprime-Cam Year 3 results: Cosmology from galaxy clustering and weak lensing with HSC and SDSS using the minimal bias 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":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Japan Society for the Promotion of Science; Science Mission Directorate; Smithsonian Astrophysical Observatory; 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; Toray Science Foundation; University of Tokyo; Indonesia Toray Science Foundation; High Energy Accelerator Research Organization; Max-Planck-Institut für Astronomie; University of Edinburgh; Space Telescope Science Institute; Los Alamos National Laboratory; Princeton University; Johns Hopkins University; Eötvös Loránd Tudományegyetem; Allen Institute for Artificial Intelligence; University of Hawai'i; Simons Foundation; Durham University; Japan Science and Technology Agency; Smithsonian Institution; University of Maryland; National Aeronautics and Space Administration; David and Lucile Packard Foundation; National Science Foundation","keywords":"Physics; Astrophysics; Galaxy; Cosmology; Redshift; Weak gravitational lensing; Photometric redshift; Redshift survey; Planck; Context (archaeology); Luminosity; Observable; Correlation function (quantum field theory); 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":[0.005086184,0.0005510665,0.0008507145,0.001669198,0.0006687642,0.002314165,0.001123634,0.0004640266,0.00808019],"category_scores_gemma":[0.01015671,0.0002104566,0.001239556,0.001541642,0.0005116335,0.001424009,0.000990032,0.0009270629,0.001185153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009457286,"about_ca_system_score_gemma":0.001228092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02501494,"about_ca_topic_score_gemma":0.01782952,"domain_scores_codex":[0.9990997,0.0004953969,0.00002902022,0.0001180127,0.0001668801,0.00009097825],"domain_scores_gemma":[0.9949646,0.001877044,0.0005835491,0.00117793,0.0008033536,0.0005935713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001653725,0.000171061,0.1639958,0.0007542639,0.001750424,0.0007092279,0.0003868645,0.06391738,0.001751186,0.4761173,0.1775202,0.1112726],"study_design_scores_gemma":[0.0006743116,0.000258561,0.2436035,0.000328665,0.0009967571,0.0004249179,0.0002993002,0.2880815,0.003003144,0.400607,0.06151283,0.0002094886],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6141225,0.01004803,0.1175768,0.0173077,0.00171528,0.0001915391,0.05607065,0.005804084,0.1771633],"genre_scores_gemma":[0.9590741,0.0007797685,0.01546334,0.0007938198,0.0006294048,0.00007569258,0.01485836,0.0008160272,0.007509423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02501494,"threshold_uncertainty_score":0.04973865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03430720016673305,"score_gpt":0.3529239351884213,"score_spread":0.3186167350216882,"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."}}