{"id":"W3209218566","doi":"10.1093/mnras/stab3027","title":"OzDES reverberation mapping program: Lag recovery reliability for 6-yr C <scp>iv</scp> analysis","year":2021,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SLAC National Accelerator Laboratory; H2020 European Research Council; Integrated Electronics Engineering Center, Binghamton University; European Regional Development Fund; Australian Research Council; Science and Technology Facilities Council; University of Illinois at Urbana-Champaign; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Generalitat de Catalunya; Office of Science; University of Edinburgh; University of Sussex; Institut de Física d'Altes Energies; Eidgenössische Technische Hochschule Zürich; University College London; University of Cambridge; High Energy Physics; Deutsche Forschungsgemeinschaft; Argonne National Laboratory; Centres de Recerca de Catalunya; Ministério da Ciência, Tecnologia e Inovação; Lawrence Berkeley National Laboratory; Financiadora de Estudos e Projetos; University of Pennsylvania; Higher Education Funding Council for England; University of Portsmouth; University of Chicago; Texas A and M University; University of Michigan; Association of Canadian Universities for Research in Astronomy; Ohio State University; University of Nottingham; Stanford University; Ministerio de Ciencia e Innovación; European Commission; U.S. Department of Energy; Fermilab; National Science Foundation","keywords":"Physics; Lag; Reliability (semiconductor); Reverberation; Lag time; Time lag; Astrophysics; Acoustics; Thermodynamics; Biological system; Computer network","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":[0.003579177,0.0003607329,0.0002654385,0.001007856,0.0002970519,0.0005337122,0.0007259228,0.0002607671,0.002964642],"category_scores_gemma":[0.008547247,0.0001912777,0.0005835101,0.0005942332,0.0002671171,0.0003729943,0.0005967703,0.0003890202,0.0007612079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005466984,"about_ca_system_score_gemma":0.0004531371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009700686,"about_ca_topic_score_gemma":0.009967733,"domain_scores_codex":[0.9994511,0.0001906021,0.00004445665,0.00013878,0.0001254998,0.00004964884],"domain_scores_gemma":[0.9953637,0.002250963,0.0005568746,0.001030915,0.0006563131,0.0001412119],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001756049,0.000222482,0.5377082,0.0001341652,0.000622874,0.000386089,0.0005440145,0.3292678,0.01705324,0.003176623,0.009097241,0.1000312],"study_design_scores_gemma":[0.0001239434,0.0001808366,0.2095608,0.00001953717,0.00007438844,0.0001569071,0.0001731172,0.7677059,0.01636496,0.001365421,0.004213526,0.00006064776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448522,0.00003450384,0.04485096,0.00007091727,0.00001515444,0.00008694337,0.004089597,0.004168841,0.001830756],"genre_scores_gemma":[0.9576151,0.00001503651,0.03613151,0.0000192078,0.00000977042,0.00007677193,0.004907667,0.0006331519,0.0005916338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009700686,"threshold_uncertainty_score":0.01928842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008569721282331534,"score_gpt":0.21141641587949,"score_spread":0.2028466945971585,"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."}}