{"id":"W4399394876","doi":"10.1051/0004-6361/202348416","title":"Low-redshift Lyman Continuum Survey (LzLCS)","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Ministério da Ciência, Tecnologia e Inovação; University of Oxford; York University; U.S. Department of Energy; Smithsonian Institution; National Radio Astronomy Observatory; 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; Yale University; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Ohio State University; National Science Foundation; Max-Planck-Institut für Astrophysik; Knut och Alice Wallenbergs Stiftelse; New Mexico State University; University of Portsmouth; Vanderbilt University","keywords":"Physics; Redshift; Astrophysics; Astronomy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005444997,0.0001401815,0.0001245126,0.00003566191,0.00005463285,0.0001429631,0.0000638776,0.00003186202,0.00004289328],"category_scores_gemma":[0.0000015797,0.0001435349,0.00004431202,0.0001067329,0.00003714683,0.0003592626,0.00002394742,0.0001253096,0.00008054808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003070043,"about_ca_system_score_gemma":0.0000149128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002166341,"about_ca_topic_score_gemma":0.00001121562,"domain_scores_codex":[0.9994065,0.00001444679,0.000165903,0.0001626054,0.0000536489,0.000196966],"domain_scores_gemma":[0.9997661,0.00003318669,0.00001324316,0.0001049823,0.00001402594,0.0000684772],"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":[0.00000719213,0.00002491796,0.005087625,0.00004371375,0.0001019112,0.000001586081,0.00009182858,0.003191824,0.00285669,0.00242076,0.001029297,0.9851426],"study_design_scores_gemma":[0.001213562,0.0003300565,0.6520212,0.0002693264,0.0001156341,0.000004432575,0.0003937233,0.07190131,0.02295816,0.0007207512,0.2488828,0.001189029],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7052727,0.00007275725,0.2937963,0.0000227067,0.0002554927,0.0000650406,0.00005647834,0.00013933,0.0003191447],"genre_scores_gemma":[0.9869065,0.000007909115,0.01258484,0.000009216534,0.0002017676,0.00001218259,0.0001822642,0.00002637007,0.00006898928],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9839537,"threshold_uncertainty_score":0.5853184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008047485278061418,"score_gpt":0.1940245391669937,"score_spread":0.1859770538889323,"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."}}