{"id":"W4297535971","doi":"10.1088/1475-7516/2022/09/070","title":"Non-linearities in the Lyman-α forest and in its cross-correlation with dark matter halos","year":2022,"lang":"en","type":"article","venue":"Journal of Cosmology and Astroparticle Physics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; University of Toronto; Institute of Particle Physics","funders":"High Energy Physics; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; University of Toronto; Science and Technology Facilities Council; Institut de Física d'Altes Energies; Ministerio de Ciencia e Innovación; Generalitat de Catalunya; Partnership for Advanced Computing in Europe AISBL; Deutsche Forschungsgemeinschaft; Office of Science; National Aeronautics and Space Administration; U.S. Department of Energy","keywords":"Physics; Lyman-alpha forest; Spectral density; Quasar; Redshift; Astrophysics; Matter power spectrum; Halo; Perturbation (astronomy); Dark matter; Baryon acoustic oscillations; Statistical physics; Baryon; Astronomy; Galaxy; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001030991,0.0005174946,0.0003120274,0.0009332004,0.0003169744,0.001026095,0.0005727076,0.0004140153,0.001999037],"category_scores_gemma":[0.003828512,0.0002883463,0.000712703,0.0007295746,0.0006422226,0.001058697,0.0008824121,0.0007641434,0.0002971287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005936745,"about_ca_system_score_gemma":0.0003053309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007273264,"about_ca_topic_score_gemma":0.003849808,"domain_scores_codex":[0.9997972,0.00007992161,0.0000073482,0.00003838621,0.00003604796,0.0000411789],"domain_scores_gemma":[0.9980842,0.0007964241,0.0003913594,0.0002560503,0.0001663695,0.0003057433],"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":[0.0003330451,0.0001771385,0.4262349,0.0001766834,0.000643474,0.0006311211,0.0006098981,0.5055872,0.01754868,0.02804775,0.006115271,0.01389495],"study_design_scores_gemma":[0.00005296196,0.00003815431,0.1259743,0.0000354605,0.00004819593,0.0001200267,0.00009670284,0.855091,0.003833045,0.01290638,0.001717339,0.00008631249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818843,0.0002621269,0.01307293,0.0004129798,0.0000220864,0.00001440507,0.0009497177,0.0007658339,0.00261552],"genre_scores_gemma":[0.9971834,0.00005507588,0.002019233,0.00003911459,0.00001402575,0.000006668305,0.0003530271,0.0001367944,0.000192717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007273264,"threshold_uncertainty_score":0.01446182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007851621080107516,"score_gpt":0.226262054305079,"score_spread":0.2184104332249714,"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."}}