{"id":"W4382403860","doi":"10.1093/mnras/stad1920","title":"Planting a Lyman alpha forest on <scp>AbacusSummit</scp>","year":2023,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"High Energy Physics; Science and Technology Facilities Council; Office of Science; Commissariat à l'Énergie Atomique et aux Énergies Alternatives; Division of Astronomical Sciences; Institut de Física d'Altes Energies; Generalitat de Catalunya; Ministerio de Ciencia e Innovación; European Commission; U.S. Department of Energy; Gordon and Betty Moore Foundation; Centres de Recerca de Catalunya; National Energy Research Scientific Computing Center; HORIZON EUROPE Framework Programme; Consejo Nacional de Ciencia y Tecnología; National Science Foundation","keywords":"Physics; QSOS; Lyman-alpha forest; Baryon; Astrophysics; Dark energy; Cosmology; Redshift; Galaxy; Intergalactic medium","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004854651,0.0003398583,0.000343859,0.0003460385,0.0006240705,0.0005364083,0.001124812,0.0006074237,0.009012409],"category_scores_gemma":[0.001146787,0.0002078304,0.0004416123,0.0003889069,0.0004892959,0.0004057517,0.000627746,0.0007438241,0.0009789584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008217691,"about_ca_system_score_gemma":0.0006768903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03616726,"about_ca_topic_score_gemma":0.0495325,"domain_scores_codex":[0.9998966,0.00002952983,0.000001921505,0.00001620146,0.00002665436,0.00002903813],"domain_scores_gemma":[0.9995304,0.0002059892,0.00002288859,0.00006671489,0.00008125998,0.00009274254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005791047,0.000362837,0.04380266,0.0001115568,0.0001438622,0.0005692754,0.0002620321,0.8858445,0.003652775,0.008492852,0.04129489,0.01488362],"study_design_scores_gemma":[0.0001982531,0.0001044567,0.008679657,0.00001901498,0.00002584377,0.00004923368,0.0001135857,0.9750345,0.001921557,0.002538421,0.0112914,0.00002411709],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433771,0.0001063681,0.007345006,0.000726185,0.0001278813,0.00007141793,0.005492485,0.00409155,0.03866209],"genre_scores_gemma":[0.9779357,0.00006367821,0.01192772,0.0003487274,0.00001937178,0.00008230331,0.005280489,0.0008766638,0.003465438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03616726,"threshold_uncertainty_score":0.07191348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008497131945667782,"score_gpt":0.2004965875428208,"score_spread":0.191999455597153,"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."}}