{"id":"W4384823829","doi":"10.1017/pasa.2023.39","title":"Measuring photometric redshifts for high-redshift radio source surveys","year":2023,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of Australia","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SLAC National Accelerator Laboratory; Argonne National Laboratory; University of Colorado Boulder; University of Illinois at Urbana-Champaign; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Institut de Física d'Altes Energies; Universidad Nacional Autónoma de México; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministério da Ciência, Tecnologia e Inovação; Swinburne University of Technology; Deutsche Forschungsgemeinschaft; Commonwealth Scientific and Industrial Research Organisation; University of Sussex; University of Oxford; York University; Australian Government; Integrated Electronics Engineering Center, Binghamton University; Science and Industry Endowment Fund; Leibniz-Gemeinschaft; University of Notre Dame; University College London; Carnegie Mellon University; University of Washington; Alfred P. Sloan Foundation; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Vanderbilt University; University of Chicago; Ohio State University; U.S. Department of Energy; Smithsonian Institution; Fermilab; National Science Foundation; New Mexico State University; University of Portsmouth; Yale University; Lawrence Berkeley National Laboratory; Government of Western Australia; Financiadora de Estudos e Projetos; University of Pennsylvania","keywords":"Redshift; Physics; Active galactic nucleus; Sky; LOFAR; Photometric redshift; Astrophysics; Astronomy; Photometry (optics); Remote sensing; Stars; Galaxy; Radio telescope; Geography","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":[0.002597857,0.0003135567,0.0002502822,0.003025556,0.0004337239,0.0008469195,0.0005964845,0.0005761533,0.0009484189],"category_scores_gemma":[0.009562082,0.0001623686,0.0004679323,0.002436056,0.00029084,0.0007863509,0.0008162868,0.0004157297,0.0008851017],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005953066,"about_ca_system_score_gemma":0.0003010661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008675575,"about_ca_topic_score_gemma":0.01049457,"domain_scores_codex":[0.9980214,0.0005116371,0.0001146216,0.0005086625,0.0006388996,0.00020491],"domain_scores_gemma":[0.996104,0.001090024,0.0007619421,0.0009047961,0.0008746095,0.0002647042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002280304,0.0001515407,0.8799007,0.00009471498,0.0001541891,0.00007158249,0.0001442348,0.0425088,0.003570104,0.001119634,0.004876308,0.06718016],"study_design_scores_gemma":[0.00002569389,0.0000763788,0.901659,0.00003171523,0.00003366003,0.0001575948,0.0002145418,0.08686616,0.003968514,0.0009225372,0.006022457,0.00002180059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691674,0.0002890108,0.02075096,0.0001139889,0.00002617516,0.00004570562,0.00673719,0.00070783,0.002161804],"genre_scores_gemma":[0.9590839,0.0001040042,0.01622577,0.00003191142,0.00003188172,0.00003475526,0.02392239,0.00007531395,0.000490063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008675575,"threshold_uncertainty_score":0.01725018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04489330126908011,"score_gpt":0.2576815603420248,"score_spread":0.2127882590729447,"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."}}