{"id":"W4313530891","doi":"10.48550/arxiv.2301.00908","title":"The Spitzer-HETDEX Exploratory Large Area Survey. IV. Model-Based Multi-wavelength Photometric Catalog","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Japan Society for the Promotion of Science; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Toray Science Foundation; Ohio State University; High Energy Accelerator Research Organization; National Astronomical Observatory of Japan; Eötvös Loránd Tudományegyetem; Academia Sinica; Gordon and Betty Moore Foundation; Queen's University Belfast; Space Telescope Science Institute; University of Portsmouth; Los Alamos National Laboratory; European Space Agency; Princeton University; Johns Hopkins University; SLAC National Accelerator Laboratory; Ministry of Education, Culture, Sports, Science and Technology; Queen's University; Cabinet Office, Government of Japan; National Central University; University of Sussex; National Science Foundation; National Aeronautics and Space Administration; University of Pennsylvania; Durham University; Japan Science and Technology Agency; Smithsonian Institution","keywords":"Photometry (optics); Physics; Astrophysics; Redshift; Galaxy; Telescope; Sky; Photometric redshift; Astrometry; Astronomy; 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":[0.0004963495,0.0003640582,0.0003405394,0.002745767,0.0002926379,0.0006910826,0.0005915606,0.0002587459,0.008178614],"category_scores_gemma":[0.0007090843,0.0002491772,0.000280892,0.002458142,0.0001525993,0.0007344434,0.001047844,0.0003233273,0.007739273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004683814,"about_ca_system_score_gemma":0.000616687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008535844,"about_ca_topic_score_gemma":0.01690387,"domain_scores_codex":[0.9997554,0.0000210977,0.00001528947,0.00006765882,0.00009711534,0.00004339077],"domain_scores_gemma":[0.9991428,0.00003930321,0.0002169582,0.0003229688,0.0001511738,0.0001267523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002058859,0.0001954962,0.5221018,0.0002691013,0.0001550392,0.0002163086,0.0005144867,0.003596814,0.0155326,0.007316614,0.3340641,0.1158318],"study_design_scores_gemma":[0.00006913497,0.00006817103,0.7349429,0.00005273398,0.00005524271,0.0003522964,0.0001966351,0.006225385,0.002854708,0.002216927,0.2529371,0.00002887986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.3761868,0.0007263331,0.0266527,0.0006719893,0.00009206271,0.0005851267,0.5374208,0.005457884,0.05220641],"genre_scores_gemma":[0.2479042,0.0004737542,0.03407074,0.0004582242,0.0001184733,0.0005862421,0.7033488,0.0008612017,0.01217843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008535844,"threshold_uncertainty_score":0.0273602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1636652134076838,"score_gpt":0.242411974047625,"score_spread":0.07874676063994115,"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."}}