{"id":"W4415237808","doi":"10.48550/arxiv.2508.13267","title":"A catalog to unite them all: REGALADE, a revised galaxy compilation for the advanced detector era","year":2025,"lang":"en","type":"preprint","venue":"ArXiv.org","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"High Energy Physics; Lawrence Berkeley National Laboratory; Division of Astronomical Sciences; 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; Max-Planck-Institut für Astrophysik; Ministério da Ciência, Tecnologia e Inovação; Chinese Academy of Sciences; University of Oxford; York University; Commissariat à l'Énergie Atomique et aux Énergies Alternatives; National Energy Research Scientific Computing Center; Leibniz-Gemeinschaft; University of Notre Dame; Carnegie Mellon University; University of Washington; Alfred P. Sloan Foundation; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Ohio State University; University of California; U.S. Department of Energy; Smithsonian Institution; National Aeronautics and Space Administration; Gordon and Betty Moore Foundation; Ministerio de Ciencia e Innovación; European Commission; California Institute of Technology; New Mexico State University; University of California, Los Angeles; University of Portsmouth; Vanderbilt University; Agencia Estatal de Investigación; Yale University; Fermilab; Laboratory Directed Research and Development; National Science Foundation","keywords":"Galaxy; Stellar population; Luminosity; Supernova; Population; Stellar mass; ROSAT; Surface brightness fluctuation","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":[0.001648203,0.001126241,0.0008708278,0.008149925,0.0007571526,0.001987143,0.00172504,0.0006915224,0.02831546],"category_scores_gemma":[0.005385163,0.0006454207,0.0006776142,0.006682465,0.0003390667,0.002223004,0.002482426,0.001240192,0.0532008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006958794,"about_ca_system_score_gemma":0.001918237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01036589,"about_ca_topic_score_gemma":0.01135097,"domain_scores_codex":[0.9986984,0.0001693262,0.0001710551,0.0003483414,0.0004156665,0.0001972176],"domain_scores_gemma":[0.9946818,0.000303137,0.0005217764,0.001906273,0.002125271,0.0004619115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000187946,0.00006562485,0.02277781,0.0006319612,0.00009941143,0.00009273679,0.0003631932,0.0005137976,0.00445821,0.008811974,0.7887881,0.1732093],"study_design_scores_gemma":[0.0000305767,0.00002783149,0.0204955,0.0000784436,0.00003222126,0.0002065841,0.00009211298,0.0004798016,0.00112316,0.001206545,0.9761954,0.00003179098],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.02956367,0.001963433,0.0649545,0.0008707467,0.001004416,0.0008884594,0.7870467,0.03727712,0.07643087],"genre_scores_gemma":[0.02653759,0.0006525781,0.06649159,0.000791761,0.0002344462,0.0007336636,0.8774247,0.00591378,0.02121994],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.02831546,"threshold_uncertainty_score":0.09472466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05566587104672766,"score_gpt":0.3284796748420249,"score_spread":0.2728138037952973,"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."}}