{"id":"W3019150006","doi":"10.1051/0004-6361/202038271","title":"The RAdial Velocity Experiment (RAVE): Parameterisation of RAVE spectra based on convolutional neural networks","year":2020,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Australian Astronomical Optics-Macquarie; Australian Research Council; Institut National de Physique Nucléaire et de Physique des Particules; Science and Technology Facilities Council; Istituto Nazionale di Astrofisica; Natural Sciences and Engineering Research Council of Canada; University of California, Los Angeles; W. M. Keck Foundation; Macquarie University; Centre National de la Recherche Scientifique; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Javna Agencija za Raziskovalno Dejavnost RS; Leibniz-Gemeinschaft; Leibniz-Institut für Astrophysik Potsdam; Jet Propulsion Laboratory; Centre National d’Etudes Spatiales; Deutsche Forschungsgemeinschaft; Agence Nationale de la Recherche; National Aeronautics and Space Administration; Australian National University; National Science Foundation; Johns Hopkins University; European Space Agency; California Institute of Technology; European Commission","keywords":"Photometry (optics); Spectral line; Physics; Astrophysics; Astrometry; Stars; Context (archaeology); Convolutional neural network; Effective temperature; Astronomy; Artificial intelligence; Computer science; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001192958,0.0006436004,0.000225807,0.0007511518,0.0002534375,0.0004106765,0.0007965488,0.0006639362,0.001816949],"category_scores_gemma":[0.002798926,0.0002826096,0.0005571768,0.0004838256,0.0003667719,0.0008472964,0.0008123957,0.0008101267,0.0006405269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002790199,"about_ca_system_score_gemma":0.0002241704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003419391,"about_ca_topic_score_gemma":0.004766101,"domain_scores_codex":[0.9995878,0.0001023193,0.00001975131,0.0001836736,0.00007255522,0.00003379902],"domain_scores_gemma":[0.9991741,0.0002181637,0.0001227264,0.0003176295,0.0001201223,0.00004737829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002025237,0.000917643,0.1974017,0.001078418,0.00211191,0.0008034736,0.0004655567,0.3403269,0.1769501,0.01742479,0.05010815,0.2103862],"study_design_scores_gemma":[0.000268022,0.0004769318,0.1482457,0.0001085418,0.0001999034,0.0007635551,0.00009387754,0.7146618,0.08087867,0.01446051,0.03967133,0.0001712137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7491162,0.001025363,0.1967232,0.0004545593,0.0003093555,0.0002200805,0.02637196,0.01520616,0.01057311],"genre_scores_gemma":[0.8650364,0.0001602871,0.1076853,0.0001992252,0.00004218589,0.0001665907,0.02414786,0.0007686821,0.001793379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003419391,"threshold_uncertainty_score":0.006798983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249470607517708,"score_gpt":0.2069475729121601,"score_spread":0.194452866836983,"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."}}