{"id":"W3132904604","doi":"10.1051/0004-6361/202039726","title":"Mapping luminous hot stars in the Galaxy","year":2021,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Leibniz-Gemeinschaft; National Astronomical Observatories, Chinese Academy of Sciences; University of Illinois at Urbana-Champaign; Max-Planck-Institut für Astronomie; Leibniz-Institut für Astrophysik Potsdam; Vlaamse regering; New Mexico State University; Nanjing University; Yale University; University of Toronto; Centre National d’Etudes Spatiales; National Science Foundation; Belgian Federal Science Policy Office; École Polytechnique Fédérale de Lausanne; Carnegie Institution for Science; Heising-Simons Foundation; Space Telescope Science Institute; Universidad Nacional Autónoma de México; European Space Agency; Alfred P. Sloan Foundation; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; University of Colorado Boulder; KU Leuven; Harvard University; Ohio State University; California Institute of Technology; Fonds Wetenschappelijk Onderzoek; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Milky Way; Stars; Spiral galaxy; Photometry (optics); Galaxy; Astronomy; Star count; Astrometry; Star formation; K-type main-sequence star; T Tauri star","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":[0.0002258681,0.0001491172,0.0002959379,0.001737082,0.0002458015,0.0007896356,0.0002212328,0.0002494282,0.00109373],"category_scores_gemma":[0.0006588604,0.0001522556,0.0002628315,0.001340738,0.0002514228,0.0002587849,0.0007188004,0.0001116543,0.0006191175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002016693,"about_ca_system_score_gemma":0.0001918148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0038513,"about_ca_topic_score_gemma":0.006139325,"domain_scores_codex":[0.9997932,0.0000259511,0.00001230609,0.0000849852,0.00003964281,0.000043857],"domain_scores_gemma":[0.9995297,0.00005829626,0.0001425419,0.00008610108,0.0000572767,0.0001260841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001099954,0.00003689938,0.9449692,0.00005749017,0.0000740266,0.00008336022,0.0008151874,0.0008645962,0.02926279,0.000456324,0.0004061265,0.02286397],"study_design_scores_gemma":[0.000002820384,0.00003072564,0.9977646,0.00000395504,0.00001057921,0.00009674446,0.0001432565,0.0003770675,0.000667132,0.00009651058,0.0008039827,0.000002683428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981135,0.0001154362,0.0005445997,0.0000118086,0.000001090169,0.00000454551,0.0004140751,0.00002344385,0.0007714797],"genre_scores_gemma":[0.9969991,0.00009549846,0.001290443,0.0000124692,0.000005206016,0.000005890369,0.001208333,0.000009932479,0.0003730613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0038513,"threshold_uncertainty_score":0.007657766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01103580888699468,"score_gpt":0.2026637160665805,"score_spread":0.1916279071795858,"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."}}