{"id":"W4410318480","doi":"10.1088/1475-7516/2025/05/031","title":"Selection of high-redshift Lyman-Break Galaxies from broadband and wide photometric surveys","year":2025,"lang":"en","type":"article","venue":"Journal of Cosmology and Astroparticle Physics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; Perimeter Institute; University of Waterloo","funders":"Lawrence Berkeley National Laboratory; High Energy Physics; Division of Astronomical Sciences; Agencia Estatal de Investigación; Science and Technology Facilities Council; Jet Propulsion Laboratory; Ministerio de Ciencia e Innovación; Commissariat à l'Énergie Atomique et aux Énergies Alternatives; Centre National de la Recherche Scientifique; Chinese Academy of Sciences; Office of Science; Gordon and Betty Moore Foundation; Ministerio de Ciencia, Innovación y Universidades; National Aeronautics and Space Administration; California Institute of Technology; U.S. Department of Energy; Agència de Gestió d'Ajuts Universitaris i de Recerca; National Science Foundation","keywords":"Physics; Redshift; Galaxy; Astrophysics; Broadband; Astronomy; Galaxy formation and evolution; Photometric redshift; Red shift; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003638173,0.0001295181,0.0003406942,0.0001439748,0.0001211157,0.00002944911,0.00008545457,0.0000361989,0.00003724169],"category_scores_gemma":[0.00002801077,0.0001201138,0.00005917688,0.0004164702,0.0001697232,0.0003368771,0.00004287819,0.0001672443,0.000001802321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002402849,"about_ca_system_score_gemma":0.00008202925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002842534,"about_ca_topic_score_gemma":0.000006843983,"domain_scores_codex":[0.9989647,0.0001552408,0.0004520735,0.0001184047,0.0001267244,0.0001828162],"domain_scores_gemma":[0.9989396,0.000247014,0.0004152288,0.00009203084,0.0002381151,0.00006802214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006652755,0.0001422332,0.9900069,0.00001190753,0.0001840538,3.808484e-8,0.0001852279,0.00006892329,0.002446178,0.005334604,0.0001465389,0.001406873],"study_design_scores_gemma":[0.001084896,0.0001711006,0.9169656,0.00002383287,0.00009481848,0.00000282092,0.0001371206,0.0003905253,0.01951417,0.06152748,0.00001017607,0.00007745981],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867187,0.0001608702,0.0127553,0.0001073009,0.0001423285,0.00006744214,0.00001446869,0.000006626623,0.00002692949],"genre_scores_gemma":[0.9991779,0.00001508367,0.0006455025,0.000003312604,0.0001086576,0.000002661459,0.000006749124,0.000006911237,0.00003324493],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07304129,"threshold_uncertainty_score":0.48981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006689009789211649,"score_gpt":0.2219114898945054,"score_spread":0.2152224801052938,"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."}}