{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003120915,0.0006094502,0.000582965,0.002500338,0.002574705,0.006217806,0.001420511,0.00150722,0.09738128],"category_scores_gemma":[0.0201276,0.0002573681,0.0005033205,0.003184434,0.005826718,0.006283024,0.003604579,0.002531568,0.01591538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003384961,"about_ca_system_score_gemma":0.002774557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006347042,"about_ca_topic_score_gemma":0.005474711,"domain_scores_codex":[0.9953343,0.001532504,0.0002582052,0.00158948,0.0008868076,0.0003987123],"domain_scores_gemma":[0.9930882,0.00222756,0.0009837068,0.001695178,0.001540461,0.0004649869],"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":[0.00003540803,0.0000317324,0.004144915,0.0001585193,0.00002881253,0.0001960353,0.001325315,0.0003495503,0.00007716599,0.8794398,0.05541592,0.05879675],"study_design_scores_gemma":[0.00001725293,0.00001861535,0.004841163,0.0003745249,0.00001781142,0.0004560012,0.001502026,0.0007514598,0.0001079709,0.3691605,0.6227324,0.0000202875],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01854113,0.00743755,0.03894727,0.03767213,0.001806786,0.000191657,0.004730393,0.0003441794,0.890329],"genre_scores_gemma":[0.7152209,0.01080868,0.02103206,0.01545296,0.004392588,0.0005909948,0.007051706,0.0008279976,0.2246221],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9026187,"threshold_uncertainty_score":0.3257728,"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."}}