{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005967168,0.0002442104,0.0002836426,0.002697201,0.0002906883,0.000794986,0.0004810496,0.0002459037,0.004696134],"category_scores_gemma":[0.0009855424,0.0001826015,0.0003693281,0.001060147,0.0002385615,0.0001822415,0.0009237689,0.0001565356,0.002188455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002867382,"about_ca_system_score_gemma":0.0001502022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002699735,"about_ca_topic_score_gemma":0.006843418,"domain_scores_codex":[0.9994726,0.00008484418,0.0000357356,0.0001774416,0.0001377136,0.0000916738],"domain_scores_gemma":[0.9989784,0.0001084863,0.0003169201,0.0001760212,0.0001468457,0.0002734514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002137578,0.00008059166,0.9746815,0.00002063986,0.00004006146,0.000479814,0.0001996991,0.0004633088,0.009571241,0.0002525642,0.002695896,0.01130101],"study_design_scores_gemma":[0.00001794749,0.00009468207,0.99252,0.000009997181,0.00002332121,0.000940992,0.0002098767,0.001085837,0.001579023,0.00007828061,0.003426843,0.00001326756],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943748,0.00006381908,0.000398858,0.00003179613,0.000005112296,0.00001897279,0.002499516,0.00008542022,0.00252183],"genre_scores_gemma":[0.9872044,0.00003242904,0.0006293069,0.00005955707,0.00001191242,0.00001962883,0.009839924,0.00003279992,0.002170036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004696134,"threshold_uncertainty_score":0.01571012,"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."}}