{"id":"W4402926598","doi":"10.1038/s41550-024-02376-8","title":"Universal bimodality in kinematic morphology and the divergent pathways to galaxy quenching","year":2024,"lang":"en","type":"article","venue":"Nature Astronomy","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Office of Science; Max-Planck-Institut für Astronomie; Ministério da Ciência, Tecnologia e Inovação; U.S. Department of Energy; Smithsonian Institution; National Natural Science Foundation of China; 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; National Science Foundation; New Mexico State University; University of Portsmouth; Vanderbilt University; Yale University; Max-Planck-Institut für Astrophysik","keywords":"Bimodality; Morphology (biology); Kinematics; Evolutionary biology; Biology; Astrophysics; Physics; Genetics; Galaxy; Classical mechanics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000383692,0.0001732216,0.0002042496,0.0001519288,0.0001181949,0.00008458284,0.0001905586,0.00006815372,0.0002884479],"category_scores_gemma":[0.000009936941,0.0001296538,0.00007210932,0.0002894997,0.00009180716,0.0002621121,0.0001355872,0.0005484399,0.00005915199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001209492,"about_ca_system_score_gemma":0.0001037473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003942791,"about_ca_topic_score_gemma":0.00002542534,"domain_scores_codex":[0.9989587,0.0001051651,0.0002502131,0.0002704809,0.0001335675,0.0002818455],"domain_scores_gemma":[0.9995027,0.0001028338,0.00005309964,0.0002255491,0.000034768,0.00008106233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002166059,0.00002285787,0.7462511,0.00002452886,0.00005610007,1.22076e-7,0.003065282,0.0002991661,0.00004572369,0.2487516,0.0005841995,0.0008776259],"study_design_scores_gemma":[0.0006919886,0.0000214552,0.9812346,0.00004494972,0.00002714296,0.000001896248,0.001265148,0.001407206,0.0000366441,0.01286167,0.002253666,0.0001536682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913103,0.000275324,0.005400503,0.00115848,0.0003391162,0.0004041546,0.00002743475,0.00004175751,0.001042904],"genre_scores_gemma":[0.997651,0.00000132144,0.001922974,0.00001292821,0.0002063859,0.00007101017,0.00003519759,0.00001295112,0.00008624047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.23589,"threshold_uncertainty_score":0.5287129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005004758859559473,"score_gpt":0.2119408899574894,"score_spread":0.20693613109793,"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."}}