{"id":"W4382619359","doi":"10.48550/arxiv.2306.16383","title":"A new method for short duration transient detection in radio images: Searching for transient sources in MeerKAT data of NGC 5068","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Los Alamos National Laboratory; Planetary Science Division; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; University of Cape Town; Queen's University; National Research Foundation; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Space Telescope Science Institute; Johns Hopkins University; Queen's University Belfast; National Science Foundation; European Space Agency; National Aeronautics and Space Administration; Eötvös Loránd Tudományegyetem; California Institute of Technology; National Central University; Gordon and Betty Moore Foundation; Durham University; Smithsonian Institution","keywords":"Transient (computer programming); Physics; Astrophysics; Telescope; Sky; Radio telescope; Gamma-ray burst; Galaxy; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005961932,0.0002249511,0.000425847,0.0005629073,0.00007475139,0.00002869931,0.000618258,0.0001586479,0.000009686322],"category_scores_gemma":[0.00001517665,0.0002753014,0.0001870186,0.0004716858,0.00004156417,0.0002401662,0.0001659792,0.0003534293,7.337768e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001280258,"about_ca_system_score_gemma":0.0002007115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002883103,"about_ca_topic_score_gemma":0.001787351,"domain_scores_codex":[0.9983298,0.00008273089,0.0004080182,0.0008170693,0.00005412296,0.0003082227],"domain_scores_gemma":[0.9988527,0.0002137038,0.0001638588,0.0006471865,0.00006434329,0.00005818728],"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":[0.0004335641,0.0003178129,0.0256847,0.000361451,0.0004278532,0.000008668667,0.001361778,0.8476732,0.002968595,0.01926596,0.000204121,0.1012923],"study_design_scores_gemma":[0.002146842,0.0001401105,0.01154807,0.0001803559,0.0002197305,5.200707e-7,0.001783616,0.9576942,0.005581749,0.01911844,0.001154904,0.0004315007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.312048,0.0000118692,0.686382,0.0001036486,0.0001024926,0.0009811654,0.0003042,0.00003369652,0.00003288472],"genre_scores_gemma":[0.9750138,0.00001030825,0.02411994,0.000002328013,0.00007918927,0.00002660363,0.0005433193,0.00003083802,0.0001737028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6629657,"threshold_uncertainty_score":0.9999699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1257891146158142,"score_gpt":0.2630203974536922,"score_spread":0.1372312828378779,"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."}}