{"id":"W3152087882","doi":"10.1093/mnras/stab979","title":"Stellar flares detected with the Next Generation Transit Survey","year":2021,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 European Research Council; Fondo Nacional de Desarrollo Científico y Tecnológico; Comisión Nacional de Investigación Científica y Tecnológica; Science and Technology Facilities Council; University of California, Los Angeles; Jet Propulsion Laboratory; Université de Genève; Deutsches Zentrum für Luft- und Raumfahrt; University of Warwick; Queen's University; University of Leicester; Leverhulme Trust; University of Cambridge; Queen's University Belfast; National Science Foundation; European Space Agency; California Institute of Technology; National Aeronautics and Space Administration; Space Telescope Science Institute","keywords":"Physics; Flare; Astrophysics; Stars; Flare star; Astronomy; Main sequence; White dwarf; Transit (satellite); Starspot; 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":[0.0004674933,0.0001698761,0.0001645371,0.001365478,0.0002251955,0.0003208619,0.0001603859,0.000218866,0.0007632414],"category_scores_gemma":[0.0008272708,0.00008202774,0.0002216177,0.0007188633,0.0001079854,0.0001888018,0.0004831893,0.0002035273,0.0002299628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003779949,"about_ca_system_score_gemma":0.000174373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007883208,"about_ca_topic_score_gemma":0.01606763,"domain_scores_codex":[0.9997839,0.00003479683,0.00001325187,0.0000483521,0.00006807134,0.00005167061],"domain_scores_gemma":[0.9987608,0.0001195415,0.0004203536,0.00009985358,0.0003365716,0.0002627675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001078133,0.00002032172,0.9930298,0.000011396,0.00002694248,0.000051665,0.00005309296,0.0001745378,0.003126055,0.00002059612,0.0002335081,0.003144114],"study_design_scores_gemma":[0.000002743772,0.00005588593,0.9985204,0.000002305181,0.000009518315,0.00008885326,0.00002508484,0.0002963021,0.0005355051,0.000006327517,0.000455015,0.000001969697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99742,0.00005272565,0.0001428164,0.00001773511,0.00000326336,0.00001111662,0.001756671,0.0000155981,0.0005802549],"genre_scores_gemma":[0.9947423,0.000040668,0.0006266981,0.00001823475,0.00001007086,0.000009815373,0.004060778,0.000004752492,0.0004866531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007883208,"threshold_uncertainty_score":0.01567465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02118589222070049,"score_gpt":0.2026310088234528,"score_spread":0.1814451166027523,"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."}}