{"id":"W4401766127","doi":"10.1051/0004-6361/202451471","title":"Compact groups of galaxies in GAMA","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Science and Technology Facilities Council; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Ministério da Ciência, Tecnologia e Inovação; Office of Science; Max-Planck-Institut für Astronomie; Universidad de Córdoba; York University; Consejo Nacional de Investigaciones Científicas y Técnicas; University of Oxford; Leibniz-Gemeinschaft; University of Notre Dame; 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; Abdus Salam International Centre for Theoretical Physics","keywords":"Physics; Astrophysics; Galaxy; Astronomy; Galactic nuclei","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":[0.0008380585,0.0004695869,0.0006365148,0.004722998,0.0007126932,0.001603618,0.0006078125,0.0003009521,0.002833854],"category_scores_gemma":[0.003246343,0.0002614968,0.000473888,0.002954703,0.0008799437,0.0008106824,0.002530575,0.00032205,0.0005959058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005466536,"about_ca_system_score_gemma":0.0003479407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005322692,"about_ca_topic_score_gemma":0.006118279,"domain_scores_codex":[0.9993262,0.0001192292,0.00003865553,0.000248332,0.0001499477,0.0001175951],"domain_scores_gemma":[0.9987226,0.0002139165,0.0003400869,0.0003145779,0.0001490688,0.0002596771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007904957,0.0001582238,0.8882004,0.0003932003,0.0003715624,0.000593232,0.004155929,0.002753469,0.007169016,0.00842627,0.002042656,0.08494543],"study_design_scores_gemma":[0.00002830406,0.0001463506,0.9794024,0.0000660416,0.0001081171,0.0005092484,0.001265355,0.003744908,0.0007164978,0.003385371,0.01060333,0.00002401768],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922822,0.0004503792,0.002593534,0.0000471967,0.000009569819,0.00007381922,0.001281063,0.0001505942,0.003111608],"genre_scores_gemma":[0.9900191,0.0001305563,0.003780306,0.00002290721,0.000008884866,0.00006086116,0.005261196,0.00003197065,0.0006843352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005322692,"threshold_uncertainty_score":0.0105834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037168686917946,"score_gpt":0.2604091298756281,"score_spread":0.2500374430064486,"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."}}