{"id":"W3200381137","doi":"10.1093/mnras/stab2586","title":"Modelling type 1 quasar colours in the era of Rubin and Euclid","year":2021,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Smithsonian Astrophysical Observatory; Science and Technology Facilities Council; University of Colorado Boulder; Jet Propulsion Laboratory; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; University of Oxford; York University; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; Universidad Nacional Autónoma de México; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Ohio State University; Royal Society; U.S. Department of Energy; Smithsonian Institution; New Mexico State University; University of California, Los Angeles; University of Portsmouth; Vanderbilt University; Yale University; Max-Planck-Institut für Astrophysik; California Institute of Technology; Ministério da Ciência, Tecnologia e Inovação; Comisión Nacional de Investigación Científica y Tecnológica; National Aeronautics and Space Administration","keywords":"Physics; Quasar; Redshift; Astrophysics; Galaxy; Population; Photometric redshift; Astronomy; Luminosity; OVV quasar; Emission spectrum; Absolute magnitude; Spectral line","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":[0.001634918,0.0004081322,0.000437687,0.0007723438,0.0003474015,0.001049885,0.001911256,0.0008078323,0.001433289],"category_scores_gemma":[0.006499067,0.0003818617,0.000902009,0.0005919642,0.0009251465,0.001492185,0.001200428,0.0004921795,0.0005530097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001487439,"about_ca_system_score_gemma":0.0004369475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01184999,"about_ca_topic_score_gemma":0.007308076,"domain_scores_codex":[0.9995926,0.0001843817,0.00001571379,0.00008265988,0.0000668864,0.00005778486],"domain_scores_gemma":[0.998688,0.0004196961,0.0003934974,0.0002222026,0.0001613851,0.0001151888],"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":[0.00009522555,0.00002166048,0.01752788,0.00002854201,0.00005116108,0.0002305614,0.0003439719,0.9000089,0.0008414772,0.06924278,0.0006369854,0.01097079],"study_design_scores_gemma":[0.00001977647,0.00003495324,0.005140896,0.00001595184,0.00001751465,0.000210103,0.00004899072,0.9672406,0.000205422,0.02443391,0.002605207,0.00002663915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7178128,0.0009295868,0.2458776,0.000788169,0.00004200947,0.00004951946,0.0006696677,0.0005657727,0.03326488],"genre_scores_gemma":[0.9769995,0.0001715721,0.01974285,0.00004859067,0.00001256706,0.0000330091,0.0001422248,0.0000733207,0.002776465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01184999,"threshold_uncertainty_score":0.02356207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009894204169420755,"score_gpt":0.2034054571253135,"score_spread":0.1935112529558928,"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."}}