{"id":"W4393948564","doi":"10.3847/1538-4365/ad2ae6","title":"CatNorth: An Improved Gaia DR3 Quasar Candidate Catalog with Pan-STARRS1 and CatWISE","year":2024,"lang":"en","type":"article","venue":"The Astrophysical Journal Supplement Series","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Core Research for Evolutional Science and Technology; Planetary Science Division; Basic and Applied Basic Research Foundation of Guangdong Province; Leibniz-Gemeinschaft; University of Colorado Boulder; University of California, Los Angeles; National Astronomical Observatories, Chinese Academy of Sciences; University of Illinois at Urbana-Champaign; Max-Planck-Institut für Astronomie; Jet Propulsion Laboratory; Leibniz-Institut für Astrophysik Potsdam; Smithsonian Astrophysical Observatory; National Development and Reform Commission; China National Textile and Apparel Council; Eötvös Loránd Tudományegyetem; Peking University; National Central University; Chinese Academy of Sciences; Smithsonian Institution; National Natural Science Foundation of China; École Polytechnique Fédérale de Lausanne; Shenzhen Technology University; Gordon and Betty Moore Foundation; Queen's University Belfast; National Key Research and Development Program of China; Universidad Nacional Autónoma de México; Space Telescope Science Institute; Los Alamos National Laboratory; European Space Agency; Alfred P. Sloan Foundation; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; China Postdoctoral Science Foundation; Harvard University; Queen's University; Ohio State University; Durham University; California Institute of Technology; National Aeronautics and Space Administration; Nanjing University; New Mexico State University; Science Mission Directorate; University of Toronto; Yale University; Yunnan University; National Science Foundation","keywords":"Quasar; Physics; Astrophysics; Sky; Galaxy; Redshift; OVV quasar; Photometric redshift; 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":[0.001306667,0.0007124511,0.0006134073,0.005021221,0.0003962356,0.0008475189,0.001377678,0.0004095093,0.006234661],"category_scores_gemma":[0.002102284,0.0004212421,0.0008746935,0.002915549,0.0001923969,0.0009727112,0.001452459,0.0004445588,0.003999872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004786444,"about_ca_system_score_gemma":0.001047682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01570966,"about_ca_topic_score_gemma":0.02552154,"domain_scores_codex":[0.9992888,0.00008643983,0.00005291363,0.0002070507,0.0002803478,0.00008455043],"domain_scores_gemma":[0.9978066,0.0001545705,0.0002602568,0.0008137489,0.0007291953,0.0002356499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001739422,0.0007775185,0.4606099,0.0005172178,0.0007441373,0.000962567,0.0003373174,0.03230994,0.03130187,0.002310634,0.2362076,0.2321818],"study_design_scores_gemma":[0.0005805561,0.0005898037,0.6047438,0.0001011617,0.0003224609,0.0009566865,0.0001957164,0.2145536,0.02630809,0.00161128,0.1498341,0.0002027192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7018973,0.0004908528,0.03775411,0.0002051748,0.0001077457,0.0005907141,0.2269127,0.02466091,0.007380495],"genre_scores_gemma":[0.2692112,0.00009131144,0.04425758,0.0001259128,0.00006889388,0.0003859714,0.6807827,0.001209072,0.003867351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01570966,"threshold_uncertainty_score":0.03123647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005240591678601398,"score_gpt":0.2143332919440128,"score_spread":0.2090927002654114,"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."}}