{"id":"W3013102282","doi":"10.1051/0004-6361/201937054","title":"NLTE for APOGEE: simultaneous multi-element NLTE radiative transfer","year":2020,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Smithsonian Astrophysical Observatory; Direktoratet for Utviklingssamarbeid; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; Universidad Nacional Autónoma de México; Magyar Tudományos Akadémia; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Uppsala Universitet; University of Oxford; York University; Carnegie Institution for Science; Universität Wien; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; Carnegie Institution of Washington; University of Utah; Ohio State University; U.S. Department of Energy; Smithsonian Institution; New Mexico State University; University of Portsmouth; Vanderbilt University; National Research, Development and Innovation Office; Yale University; Ministério da Ciência, Tecnologia e Inovação; National Aeronautics and Space Administration","keywords":"Opacity; Stars; Radiative transfer; Radiative equilibrium; Thermodynamic equilibrium; Abundance (ecology); Spectral line","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":[0.0006208323,0.0006322505,0.0004224209,0.0003356313,0.0005650521,0.0007237294,0.00137134,0.0006725374,0.01987183],"category_scores_gemma":[0.001744134,0.0003999746,0.0009225553,0.0003726503,0.0001776818,0.001225904,0.001305422,0.001150021,0.00564841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005330632,"about_ca_system_score_gemma":0.0005423155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003703108,"about_ca_topic_score_gemma":0.003793459,"domain_scores_codex":[0.9998232,0.00004314019,0.000008413554,0.00004882055,0.00005229929,0.0000241306],"domain_scores_gemma":[0.99958,0.0001093097,0.00004568229,0.0001413354,0.00008688642,0.00003690106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001137053,0.0003650628,0.07405424,0.001075843,0.00111981,0.00163427,0.001313732,0.2684967,0.053838,0.06852754,0.3120392,0.2163987],"study_design_scores_gemma":[0.0002558207,0.000106685,0.01283852,0.00006727311,0.0001202261,0.0005242901,0.00009518366,0.7173292,0.02514823,0.02332651,0.2200774,0.0001106183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.170855,0.0007706632,0.6481203,0.001243235,0.0009178502,0.0002078733,0.0183686,0.1031769,0.05633966],"genre_scores_gemma":[0.5841779,0.0003083729,0.3539771,0.0009182412,0.0002448009,0.0005760845,0.01369601,0.02831143,0.01779012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01987183,"threshold_uncertainty_score":0.06647789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530637926048033,"score_gpt":0.223049802725771,"score_spread":0.2077434234652907,"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."}}