{"id":"W4297570674","doi":"10.3847/1538-3881/ac88c5","title":"The Effect of Environment on Galaxy Spiral Arms, Bars, Concentration, and Quenching","year":2022,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Jet Propulsion Laboratory; Office of Science; Max-Planck-Institut für Astronomie; 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; U.S. Department of Energy; Smithsonian Institution; New Mexico State University; University of Portsmouth; Vanderbilt University; Yale University; Max-Planck-Institut für Astrophysik; California Institute of Technology; Ministério da Ciência, Tecnologia e Inovação; National Aeronautics and Space Administration","keywords":"Physics; Bulge; Spiral galaxy; Spiral (railway); Astrophysics; Galaxy; Pitch angle; Sky; Barred spiral galaxy; Amplitude; Lenticular galaxy; Star formation; Astronomy; Optics","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":[0.0004887414,0.0001341149,0.0001838741,0.0008495184,0.0002162855,0.0005421069,0.0002196899,0.0002090088,0.001512124],"category_scores_gemma":[0.003712078,0.0001064137,0.0001273478,0.0006336162,0.0006201403,0.0003691613,0.0004751585,0.0001526837,0.0001403882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002746075,"about_ca_system_score_gemma":0.00009448063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003229273,"about_ca_topic_score_gemma":0.003373981,"domain_scores_codex":[0.999773,0.00006779442,0.00001573394,0.0000578666,0.00004732917,0.00003836431],"domain_scores_gemma":[0.9956092,0.00189146,0.001347905,0.0003621505,0.0002814154,0.0005078853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001145935,0.00001104457,0.9938186,0.000005028524,0.00003388858,0.00003046679,0.00008456979,0.0002586091,0.003145234,0.00009740127,0.00002866825,0.002371835],"study_design_scores_gemma":[0.000001185984,0.00002256205,0.9991818,8.545059e-7,0.000006478782,0.00002937334,0.0000319971,0.0002731627,0.0003378725,0.00006586965,0.00004710541,0.000001755691],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999366,0.00008487228,0.0001123812,0.000007904665,4.864044e-7,0.000001312429,0.00006886676,0.000005540324,0.000352799],"genre_scores_gemma":[0.9998808,0.000009697244,0.00003753871,0.000001890428,9.274418e-7,6.156168e-7,0.00003210455,0.00000134909,0.0000350367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003229273,"threshold_uncertainty_score":0.00642091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003779420694167917,"score_gpt":0.188431804125299,"score_spread":0.1846523834311311,"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."}}