{"id":"W6884503635","doi":"10.1051/0004-6361/201630135/pdf","title":"The population of hot subdwarf stars studied with","year":2017,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Brookhaven National Laboratory; INAF-Osservatorio Astronomico di Padova; Jet Propulsion Laboratory; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Gesellschaft; Chinese Academy of Sciences; European Commission; Astrophysics Division; York University; European Southern Observatory; Space Telescope Science Institute; Universität Basel; Fermilab; National Science Foundation; Case Western Reserve University; Carnegie Mellon University; University of Pittsburgh; University of Arizona; Los Alamos National Laboratory; College of Engineering, Michigan State University; Università degli Studi di Padova; Princeton University; Alfred P. Sloan Foundation; University of Washington; European Space Agency; Johns Hopkins University; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Harvard University; Ohio State University; New Mexico State University; University of California, Los Angeles; University of Portsmouth; Yale University; Vanderbilt University; Drexel University; U.S. Naval Observatory; U.S. Department of Energy; California Institute of Technology; National Aeronautics and Space Administration","keywords":"Subdwarf; Photometry (optics); Stars; Population; Astrometry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001342429,0.0001640652,0.0003150743,0.00009032676,0.0005674476,0.00002492888,0.0004904604,0.0000725983,0.000007770091],"category_scores_gemma":[0.00004986172,0.0001091493,0.00006397001,0.00009450209,0.0006757794,0.0001217938,0.0001828181,0.0002007241,0.000005396028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000111545,"about_ca_system_score_gemma":0.00003325218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007390275,"about_ca_topic_score_gemma":0.0002309138,"domain_scores_codex":[0.999126,0.000006576576,0.0002802782,0.0002081681,0.000158953,0.0002199998],"domain_scores_gemma":[0.9985748,0.00003053202,0.0004734376,0.0007949378,0.0001038487,0.00002242689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004502332,0.0000348848,0.9488735,0.00001595875,0.0002837428,0.000001223425,0.00003837502,0.00002366067,0.00007604818,0.0264592,0.00005145248,0.02409693],"study_design_scores_gemma":[0.0005923638,0.0001091946,0.9827914,0.00007167368,0.00009318868,8.457228e-7,0.00007468704,0.00001703132,0.003994622,0.002189363,0.009921464,0.000144222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781141,0.0002838457,0.0001670226,0.001114842,0.0006722031,0.0002576919,0.000007957727,0.00004571864,0.01933661],"genre_scores_gemma":[0.9982704,0.00006552892,0.001337407,0.000004505636,0.0001298275,0.00001392641,0.00000688779,0.00001075668,0.00016077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03391785,"threshold_uncertainty_score":0.4450979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0142268412048758,"score_gpt":0.2388133878280236,"score_spread":0.2245865466231478,"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."}}