{"id":"W6922245848","doi":"10.1051/0004-6361/201732327/pdf","title":"The empirical","year":2018,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; National Astronomical Observatories, Chinese Academy of Sciences; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Smithsonian Astrophysical Observatory; National Development and Reform Commission; Centre National d’Etudes Spatiales; Chinese Academy of Sciences; University of Oxford; York University; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; Universidad Nacional Autónoma de México; Alfred P. Sloan Foundation; University of Washington; European Space Agency; Johns Hopkins 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; Yale University; California Institute of Technology; Ministério da Ciência, Tecnologia e Inovação; National Aeronautics and Space Administration","keywords":"Photometry (optics); Stars; Extinction (optical mineralogy); Markov chain Monte Carlo; Metallicity; Monte Carlo method; Calibration","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":[0.000113545,0.000107793,0.0001348232,0.0001455145,0.0006877436,0.0001406446,0.0005621599,0.00009919973,0.0003536233],"category_scores_gemma":[0.00004930981,0.00006721216,0.00005959375,0.0001216108,0.00203617,0.0006538474,0.0002317346,0.0001733809,0.0003423062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001002786,"about_ca_system_score_gemma":0.00004877929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003639209,"about_ca_topic_score_gemma":0.0003179637,"domain_scores_codex":[0.9992093,0.000004186586,0.0003280593,0.0001187143,0.0001296323,0.000210124],"domain_scores_gemma":[0.9992259,0.00001469506,0.0001490672,0.0004123849,0.0001705503,0.00002747067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009759004,0.00001234668,0.000520125,0.00001312715,0.00003023388,3.7163e-7,0.002219366,4.40603e-7,0.00002608753,0.9670745,0.005073448,0.02502022],"study_design_scores_gemma":[0.000135509,0.00009108469,0.0002531171,0.00002016193,0.000007659758,0.000001386359,0.0009428943,0.0000721378,0.002477295,0.009766549,0.9861406,0.0000916153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4896856,0.0003807578,0.00009839873,0.03662026,0.004208238,0.0002394124,0.00001330309,0.0006092727,0.4681447],"genre_scores_gemma":[0.9935133,0.000078787,0.001163194,0.001035836,0.001438867,0.00001696202,0.000003991675,0.00001293428,0.002736077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9810671,"threshold_uncertainty_score":0.7502354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05161289345276834,"score_gpt":0.2562754136435281,"score_spread":0.2046625201907597,"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."}}