{"id":"W4289168097","doi":"10.1051/0004-6361/201833387","title":"Comprehensive comparison between APOGEE and LAMOST","year":2018,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Leibniz-Institut für Astrophysik Potsdam; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; Ministerio de Economía y Competitividad; University of Oxford; York University; Carnegie Institution for Science; New Mexico State University; Crafoordska Stiftelsen; Magyar Tudományos Akadémia; Space Telescope Science Institute; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Stiftelsen Olle Engkvist Byggmästare; Ohio State University; National Science Foundation; U.S. Department of Energy; Smithsonian Institution; Ministério da Ciência, Tecnologia e Inovação; National Aeronautics and Space Administration; University of Portsmouth; Vanderbilt University; National Research, Development and Innovation Office; Yale University","keywords":"LAMOST; Astrophysics; Physics; Stars; Giant star; Stellar atmosphere; 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":[0.000947508,0.0003517639,0.0003068753,0.001950517,0.0003605426,0.0009881718,0.0004568761,0.0002915654,0.001932966],"category_scores_gemma":[0.002732502,0.0001330869,0.000338577,0.001753189,0.000307683,0.000909107,0.001800725,0.0002828716,0.001486635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004750166,"about_ca_system_score_gemma":0.0003260109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003506945,"about_ca_topic_score_gemma":0.004183298,"domain_scores_codex":[0.9990914,0.000113273,0.0000492267,0.0003805278,0.0002365048,0.0001291287],"domain_scores_gemma":[0.9979348,0.000220999,0.0005791678,0.0004818244,0.0005072524,0.0002760373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008348991,0.00008386929,0.865756,0.0004310806,0.0006785361,0.0004260595,0.0009883872,0.001475342,0.01538036,0.001977139,0.02571171,0.08625653],"study_design_scores_gemma":[0.00001652737,0.00004677326,0.9644845,0.0000384115,0.00006287089,0.0003332932,0.000329196,0.0006690444,0.00103584,0.0003785599,0.03258931,0.00001561796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9590559,0.001271384,0.005940009,0.0002935707,0.00008984355,0.0000399909,0.01836816,0.001324751,0.01361641],"genre_scores_gemma":[0.9364365,0.0003697473,0.008336986,0.000304723,0.00008132874,0.00005390677,0.05226707,0.0005457006,0.001604041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003506945,"threshold_uncertainty_score":0.006973088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765290442989208,"score_gpt":0.2422990378905095,"score_spread":0.2246461334606175,"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."}}