{"id":"W4377121463","doi":"10.3847/1538-3881/ace35d","title":"Performance of the Quasar Spectral Templates for the Dark Energy Spectroscopic Instrument","year":2023,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"High Energy Physics; Lawrence Berkeley National Laboratory; Division of Astronomical Sciences; Science and Technology Facilities Council; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Commissariat à l'Énergie Atomique et aux Énergies Alternatives; Ministério da Ciência, Tecnologia e Inovação; Vanderbilt University; Consejo Nacional de Ciencia y Tecnología; 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; Ministerio de Ciencia e Innovación; Carnegie Institution of Washington; University of Utah; Ohio State University; Smithsonian Institution; U.S. Department of Energy; Gordon and Betty Moore Foundation; National Science Foundation; New Mexico State University; University of Portsmouth; Yale University","keywords":"Physics; Quasar; Astrophysics; Astronomy; Dark energy; Template; Energy (signal processing); Cosmology; Galaxy; Nanotechnology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002856649,0.0005959757,0.0004102722,0.001064238,0.0002540495,0.0008484825,0.0007096207,0.0005883275,0.0008807917],"category_scores_gemma":[0.006248423,0.0002476051,0.0005490485,0.0004885677,0.0002444499,0.0006236129,0.0006560429,0.0004175056,0.0009560639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006116562,"about_ca_system_score_gemma":0.000471668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007690762,"about_ca_topic_score_gemma":0.004925788,"domain_scores_codex":[0.9989417,0.0002133635,0.00007776708,0.0003654544,0.0003067437,0.00009496381],"domain_scores_gemma":[0.9951754,0.001649302,0.0006446322,0.001168673,0.0009213496,0.0004407159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002259776,0.0005476289,0.5394198,0.00009778739,0.0005904113,0.0001745991,0.0001932079,0.1763779,0.0385975,0.0008443619,0.006324024,0.2345731],"study_design_scores_gemma":[0.00006638774,0.0004316302,0.2378172,0.0000158791,0.00009835089,0.0001871564,0.00006102122,0.7112991,0.04785059,0.0004070086,0.00170318,0.0000625322],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9694688,0.0001945708,0.02163581,0.0001036998,0.00005062834,0.00006961808,0.003414527,0.003366923,0.001695391],"genre_scores_gemma":[0.9824895,0.00003853899,0.009052548,0.00002802306,0.00001647036,0.00002752732,0.007697313,0.00009504848,0.0005550602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007690762,"threshold_uncertainty_score":0.01529199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01059426757714369,"score_gpt":0.2144080756673898,"score_spread":0.2038138080902461,"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."}}