{"id":"W4409578693","doi":"10.1093/mnras/staf622","title":"Radio AGN selection in LoTSS DR2","year":2025,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Advanced Data Compression Techniques","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Argonne National Laboratory; DST-NRF Centre Of Excellence In Tree Health Biotechnology; Integrated Electronics Engineering Center, Binghamton University; Science and Technology Facilities Council; Ohio State University; Observatoire de Paris, Université de Recherche Paris Sciences et Lettres; SLAC National Accelerator Laboratory; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Institut sur la Nutrition et les Aliments Fonctionnels; Ministerium für Innovation, Wissenschaft und Forschung des Landes Nordrhein-Westfalen; Istituto Nazionale di Astrofisica; Centre National de la Recherche Scientifique; Max-Planck-Gesellschaft; Bundesministerium für Bildung und Forschung; University of Portsmouth; University of Hertfordshire; University College London; Deutsche Forschungsgemeinschaft; Université d'Orléans; University of Illinois at Urbana-Champaign; Lawrence Berkeley National Laboratory; Division of Astronomical Sciences; University of Pennsylvania; Financiadora de Estudos e Projetos; University of Sussex; U.S. Department of Energy; Gauss Centre for Supercomputing; University of Chicago; Fermilab; Science Foundation Ireland; National Science Foundation","keywords":"Physics; Selection (genetic algorithm); Astrophysics; Astronomy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002295531,0.0001268666,0.0002041515,0.00002938327,0.00009319209,0.00004584357,0.001448283,0.00008444738,0.000007558939],"category_scores_gemma":[0.00003983752,0.00009675514,0.0001882662,0.0002992265,0.0001000161,0.0002591431,0.000881757,0.000273104,0.000003227425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001740937,"about_ca_system_score_gemma":0.00004964514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001724385,"about_ca_topic_score_gemma":0.0000256332,"domain_scores_codex":[0.9989114,0.00008226744,0.0003007453,0.0003258886,0.0001414667,0.0002382704],"domain_scores_gemma":[0.9992326,0.0001379957,0.0001414747,0.0004213143,0.00003010621,0.00003649193],"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":[0.00002056048,0.0001760972,0.0193536,0.00002562669,0.00003428661,9.146466e-8,0.000168268,0.949894,0.0003371448,0.002613003,0.01076939,0.01660792],"study_design_scores_gemma":[0.0002665492,0.00002497746,0.124391,0.00006195282,0.000006790472,4.905068e-9,0.00001857165,0.8626738,0.008391967,0.000474173,0.003592143,0.00009800266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8068162,0.0002428103,0.1895341,0.00149162,0.0003353901,0.0003906337,0.00001201996,0.0002128593,0.0009643679],"genre_scores_gemma":[0.8664873,3.093625e-7,0.1331461,0.00008042072,0.00002399259,0.00001765049,0.000001631821,0.000004788283,0.0002377679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1050374,"threshold_uncertainty_score":0.394556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006164021976167751,"score_gpt":0.2311179112915827,"score_spread":0.224953889315415,"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."}}