{"id":"W4307419203","doi":"10.48550/arxiv.1103.4534","title":"Extragalactic background light inferred from AEGIS galaxy SED-type fractions","year":2011,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Physics; Astrophysics; Galaxy; Redshift; Extragalactic background light; Luminosity; Spectral energy distribution; Astronomy; Active galactic nucleus; Luminous infrared galaxy; Galaxy formation and evolution","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":[0.0004310121,0.0004105099,0.0002262106,0.001621435,0.0001497274,0.0007441562,0.0003754962,0.0002400517,0.001591337],"category_scores_gemma":[0.001844827,0.0001693796,0.0003847697,0.0007645903,0.0001599647,0.0007515555,0.000463285,0.0002108599,0.0008792907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007204129,"about_ca_system_score_gemma":0.0001226894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0102791,"about_ca_topic_score_gemma":0.007780805,"domain_scores_codex":[0.9998318,0.00002777772,0.00001302661,0.00006180591,0.00003382149,0.00003172122],"domain_scores_gemma":[0.9993669,0.0001797492,0.0001254058,0.0001377608,0.0001307849,0.00005934314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000147709,0.0000246496,0.9264232,0.00008139789,0.00009916326,0.000124224,0.0001374484,0.02277121,0.01412579,0.004588152,0.0007082687,0.0307688],"study_design_scores_gemma":[0.00001044138,0.00002549777,0.9374694,0.00002806588,0.00004670379,0.0001196022,0.00007903479,0.05170347,0.004865264,0.003066541,0.002571364,0.00001475511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726005,0.0004192159,0.0125148,0.00005617556,0.000007824514,0.00001472666,0.004029266,0.0003613552,0.009996228],"genre_scores_gemma":[0.994029,0.0001640775,0.002462977,0.00001599635,0.000006077109,0.00000811666,0.002777438,0.00003263219,0.0005036059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0102791,"threshold_uncertainty_score":0.02043849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06150797667454792,"score_gpt":0.1910360276591463,"score_spread":0.1295280509845984,"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."}}