{"id":"W4394007099","doi":"10.1088/1475-7516/2025/01/132","title":"HOD-dependent systematics in Emission Line Galaxies for the DESI 2024 BAO analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Cosmology and Astroparticle Physics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Regional Municipality of Waterloo; Perimeter Institute; University of Waterloo","funders":"Division of Astronomical Sciences; Science and Technology Facilities Council; Office of Science; Ministerio de Ciencia e Innovación; High Energy Physics; Gordon and Betty Moore Foundation; U.S. Department of Energy; Lawrence Berkeley National Laboratory; Commissariat à l'Énergie Atomique et aux Énergies Alternatives; National Science Foundation","keywords":"Systematics; Galaxy; Astrophysics; Physics; Astronomy; Biology; Ecology","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":[0.00273182,0.0003519786,0.0002385301,0.001118749,0.000404974,0.0007532373,0.0004625258,0.0002354506,0.001153514],"category_scores_gemma":[0.006780099,0.000216649,0.0006829781,0.0009672795,0.0003847882,0.0004625451,0.0006852901,0.0002628401,0.0003116083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006596926,"about_ca_system_score_gemma":0.0003467845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006307412,"about_ca_topic_score_gemma":0.008700862,"domain_scores_codex":[0.9989486,0.0003995079,0.00005135691,0.0002627891,0.0002535919,0.00008406311],"domain_scores_gemma":[0.9947606,0.001979926,0.0008295499,0.001498171,0.0007452842,0.0001865106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002681957,0.00003310428,0.9436561,0.00003869758,0.0003137715,0.0000654091,0.000132087,0.02755515,0.005675827,0.002080334,0.001278503,0.01890288],"study_design_scores_gemma":[0.00002507772,0.0001020324,0.8380339,0.0000257999,0.0001651928,0.0001662823,0.0001880373,0.1397149,0.01426279,0.002483731,0.004780618,0.00005177689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810036,0.0001345787,0.01521841,0.00006956734,0.00001876804,0.00001952608,0.00146542,0.0004890008,0.001581167],"genre_scores_gemma":[0.9935766,0.00002517827,0.004051571,0.0000207603,0.000007491769,0.00001293677,0.001913858,0.00008508898,0.0003066864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006307412,"threshold_uncertainty_score":0.01444739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01160938595102329,"score_gpt":0.259733502399234,"score_spread":0.2481241164482108,"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."}}