{"id":"W4401747016","doi":"10.3847/1538-4357/ad58db","title":"Flaring Stars in a Nontargeted Millimeter-wave Survey with SPT-3G","year":2024,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Three-Speed Logic (Canada); Canadian Institute for Theoretical Astrophysics; University of Toronto; McGill University; Canadian Institute for Advanced Research","funders":"SLAC National Accelerator Laboratory; Fermilab; Laboratory Directed Research and Development; Australian Research Council; Horizon 2020 Framework Programme; University of California, Los Angeles; Argonne National Laboratory; U.S. Department of Energy; California Institute of Technology; European Commission; McGill University; University of Chicago; Office of Science; National Science Foundation; European Space Agency; National Aeronautics and Space Administration; Natural Sciences and Engineering Research Council of Canada; Alfred P. Sloan Foundation; Jet Propulsion Laboratory; Centre National d’Etudes Spatiales","keywords":"Physics; Astrophysics; Stars; ROSAT; Flare; Sky; Galaxy; Astronomy; Telescope; Flare star; Population; K-type main-sequence star; T Tauri star","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":[0.0004756396,0.0003634797,0.0004424259,0.002080738,0.0002993782,0.0006161137,0.0004578935,0.0003341352,0.00125289],"category_scores_gemma":[0.0008540415,0.0002250532,0.0004270237,0.002304007,0.0001638714,0.0003171288,0.001034802,0.0002721097,0.001155774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003631974,"about_ca_system_score_gemma":0.0003116208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009243186,"about_ca_topic_score_gemma":0.01707193,"domain_scores_codex":[0.9993312,0.00005870463,0.00004361825,0.0001815811,0.0002604499,0.0001244539],"domain_scores_gemma":[0.9981362,0.00009229928,0.0007617981,0.0002881522,0.0003151048,0.0004065582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001724296,0.00007967267,0.9713208,0.00005319891,0.0001166824,0.0003562419,0.0002264021,0.0003228842,0.009475797,0.00005493894,0.003740183,0.01408078],"study_design_scores_gemma":[0.000006436886,0.00002843814,0.9976871,0.000003585227,0.0000146558,0.000132779,0.00002339606,0.0002437016,0.0003225654,0.000009359194,0.001525487,0.000002593334],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866108,0.0001349858,0.0006173189,0.00003801496,0.000008258465,0.00003823431,0.01136382,0.0001529254,0.001035688],"genre_scores_gemma":[0.9441173,0.0001309952,0.002287428,0.0001263201,0.00003463095,0.00006804035,0.05227475,0.00007794142,0.0008825845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009243186,"threshold_uncertainty_score":0.01837879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884277590471162,"score_gpt":0.2247502218856592,"score_spread":0.2059074459809476,"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."}}