{"id":"W4404307610","doi":"10.1051/0004-6361/202452361","title":"PICZL: Image-based photometric redshifts for AGN","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Satellite Image Processing and Photogrammetry","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SLAC National Accelerator Laboratory; Argonne National Laboratory; High Energy Physics; Division of Astronomical Sciences; Russian Academy of Sciences; Leibniz-Gemeinschaft; Smithsonian Astrophysical Observatory; Office of Science; University of Colorado Boulder; Agencia Nacional de Investigación y Desarrollo; Lawrence Berkeley National Laboratory; Yunnan University; Jet Propulsion Laboratory; Leibniz-Institut für Astrophysik Potsdam; China National Textile and Apparel Council; University of Illinois at Urbana-Champaign; Fermilab; Max-Planck-Institut für Astronomie; Rheinische Friedrich-Wilhelms-Universität Bonn; Max-Planck-Gesellschaft; Chinese Academy of Sciences; Deutsche Forschungsgemeinschaft; Integrated Electronics Engineering Center, Binghamton University; University of Edinburgh; Space Telescope Science Institute; University of Sussex; Heising-Simons Foundation; Carnegie Institution for Science; University of Nottingham; University of Chicago; National Energy Research Scientific Computing Center; University of Michigan; National Science Foundation; UK Research and Innovation; Universidad Nacional Autónoma de México; Science and Technology Facilities Council; Eberhard Karls Universität Tübingen; Alfred P. Sloan Foundation; Johns Hopkins University; Carnegie Institution of Washington; University of Portsmouth; New Mexico State University; University of Utah; Harvard University; Ohio State University; Flatiron Health; Smithsonian Institution; Yale University; U.S. Department of Energy; Universität Hamburg; National Astronomical Observatories, Chinese Academy of Sciences; California Institute of Technology; University College London; National Aeronautics and Space Administration; Financiadora de Estudos e Projetos; École Polytechnique Fédérale de Lausanne; University of Pennsylvania; Nanjing University; University of Toronto","keywords":"Physics; Astrophysics; Redshift; Astronomy; Photometric redshift; Photometry (optics); Quasar; Galaxy; Stars","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":[0.001095568,0.0009362155,0.0005448459,0.002309058,0.0003758234,0.001306794,0.002594772,0.0008523299,0.004764972],"category_scores_gemma":[0.00419748,0.0004372596,0.0005587763,0.001035394,0.0004431916,0.001813141,0.002586501,0.001444653,0.003037913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001184843,"about_ca_system_score_gemma":0.0008454943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006041984,"about_ca_topic_score_gemma":0.006804048,"domain_scores_codex":[0.9994161,0.00006024419,0.0000244172,0.0001622696,0.0002855811,0.00005134294],"domain_scores_gemma":[0.9991987,0.0001150318,0.000150692,0.0002454139,0.0002306242,0.00005953596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002632288,0.0001791742,0.02433839,0.0003668101,0.0002576326,0.0001782972,0.0001365291,0.2039977,0.01962677,0.02574925,0.07442018,0.6504861],"study_design_scores_gemma":[0.00001852824,0.00002308199,0.004313675,0.00001723589,0.00001830504,0.00009210284,0.00001543986,0.964351,0.009826796,0.009489618,0.01181118,0.00002298652],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01860095,0.0004040898,0.9282888,0.0003395675,0.0001115684,0.0001328253,0.004167898,0.04429619,0.003658041],"genre_scores_gemma":[0.364457,0.0003427106,0.6087191,0.0003185939,0.0001846819,0.0002677346,0.01802454,0.002008911,0.005676735],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006041984,"threshold_uncertainty_score":0.01594043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007716696042920975,"score_gpt":0.2214186281242575,"score_spread":0.2137019320813365,"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."}}