{"id":"W6921733257","doi":"10.1051/0004-6361/202347372/pdf","title":"BUDDI-MaNGA","year":2024,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; University of Colorado Boulder; Office of Science; Max-Planck-Institut für Astronomie; Ministério da Ciência, Tecnologia e Inovação; University of Oxford; York University; Leibniz-Gemeinschaft; University of Notre Dame; Instituto de Astrofísica de Canarias; 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; Max-Planck-Institut für Astrophysik; Smithsonian Institution; U.S. Department of Energy; Gordon and Betty Moore Foundation; Agencia Nacional de Investigación y Desarrollo; New Mexico State University; University of Portsmouth; Yale University; Vanderbilt University","keywords":"Bulge; Galaxy; Spiral galaxy; Stellar population; Elliptical galaxy; Stars; Population; Disc galaxy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004840968,0.001062064,0.001033122,0.001605128,0.001752378,0.004506153,0.00112898,0.001053739,0.3396309],"category_scores_gemma":[0.001526261,0.0005665424,0.0006385046,0.001531559,0.0007128093,0.001922088,0.004096407,0.001286588,0.3235608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008380509,"about_ca_system_score_gemma":0.0009902969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128726,"about_ca_topic_score_gemma":0.002732597,"domain_scores_codex":[0.9992452,0.00006933843,0.0000358472,0.0003869154,0.0001356577,0.0001270524],"domain_scores_gemma":[0.9987877,0.00019351,0.0001479088,0.0003577065,0.0001542239,0.0003590616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001082579,0.0003127013,0.01241855,0.002060664,0.0001256259,0.002416337,0.0009692903,0.0009969769,0.01444482,0.02837719,0.3867872,0.5500081],"study_design_scores_gemma":[0.00002882813,0.00005031154,0.009898926,0.0001891764,0.00001823978,0.001380747,0.0001654232,0.000305508,0.00122541,0.002249009,0.9844607,0.00002767973],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03311879,0.01800593,0.008068511,0.005198554,0.002896101,0.0003187616,0.04036314,0.01391826,0.878112],"genre_scores_gemma":[0.151749,0.01032597,0.01622075,0.002897676,0.001465797,0.0004180059,0.03831891,0.008162482,0.7704414],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3396309,"threshold_uncertainty_score":0.9419363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008364344995701286,"score_gpt":0.2203304577559599,"score_spread":0.2119661127602586,"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."}}