{"id":"W4391630987","doi":"10.1093/mnras/stae382","title":"A new method for short-duration transient detection in radio images: searching for transient sources in MeerKAT data of NGC 5068","year":2024,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 European Research Council; Los Alamos National Laboratory; Planetary Science Division; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Queen's University; Science and Technology Facilities Council; National Research Foundation; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Space Telescope Science Institute; Eötvös Loránd Tudományegyetem; California Institute of Technology; European Commission; Johns Hopkins University; Horizon 2020 Framework Programme; Queen's University Belfast; National Science Foundation; European Space Agency; National Aeronautics and Space Administration; National Central University; Gordon and Betty Moore Foundation; Smithsonian Institution","keywords":"Physics; Transient (computer programming); Astrophysics; Duration (music); Astronomy; Acoustics","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":[0.00056154,0.0003556786,0.0003133696,0.002467727,0.0003245234,0.0006636964,0.000728168,0.0004541235,0.00133196],"category_scores_gemma":[0.001500995,0.000239329,0.0005196537,0.001039742,0.0002344888,0.0006088727,0.0005927295,0.0003213379,0.0004818325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302528,"about_ca_system_score_gemma":0.000347674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002897657,"about_ca_topic_score_gemma":0.006795719,"domain_scores_codex":[0.9996547,0.00006949675,0.00003144607,0.000107529,0.00008919042,0.00004775435],"domain_scores_gemma":[0.9989375,0.0003506046,0.0002012528,0.0002090629,0.0001919527,0.000109602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009885491,0.0003607539,0.1460645,0.0002381397,0.000319062,0.0003438528,0.0003549608,0.01301736,0.4571899,0.001429984,0.003116833,0.376576],"study_design_scores_gemma":[0.0001875093,0.0004484104,0.4410381,0.00003507995,0.0002443962,0.001562157,0.0004004395,0.4239308,0.1218321,0.001456102,0.008692554,0.000172291],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7697095,0.0003190268,0.2233243,0.0002057103,0.00003212726,0.0001543199,0.001646567,0.002422013,0.002186295],"genre_scores_gemma":[0.6756954,0.00009866831,0.3208407,0.00005951149,0.000031697,0.0001187091,0.00200709,0.0001597714,0.0009884137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002897657,"threshold_uncertainty_score":0.005761623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01860759193683581,"score_gpt":0.2734946981144059,"score_spread":0.2548871061775701,"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."}}