{"id":"W6901716880","doi":"10.60692/6e098-vhg13","title":"Dark Energy Survey Year 3 results: marginalization over redshift distribution uncertainties using ranking of discrete realizations","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Redshift; Dark energy; Cosmology; Weak gravitational lensing; Redshift survey; Distribution (mathematics); Galaxy; Sorting; Photometric redshift","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":[0.007989269,0.0006078389,0.0006666578,0.001553092,0.0005072445,0.00204152,0.000937697,0.0006412422,0.004120617],"category_scores_gemma":[0.03092802,0.0002554588,0.0007575622,0.001086523,0.001006089,0.001759624,0.001053334,0.0009943543,0.000512221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001322187,"about_ca_system_score_gemma":0.0013416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01114313,"about_ca_topic_score_gemma":0.01569594,"domain_scores_codex":[0.9968412,0.002010473,0.0001484575,0.0003506997,0.0004891864,0.0001600149],"domain_scores_gemma":[0.9823214,0.01185827,0.0009278977,0.003230698,0.001272134,0.0003896395],"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":[0.001116809,0.00013206,0.06123636,0.0002356336,0.0004053621,0.0001459839,0.0002304725,0.7528617,0.00309116,0.04208455,0.007042583,0.1314173],"study_design_scores_gemma":[0.00005665647,0.00008381289,0.007928615,0.00003347919,0.00003789784,0.00007259782,0.00007856804,0.951175,0.005214524,0.03306003,0.002218007,0.00004078144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3021174,0.0005421375,0.6856605,0.000860611,0.00008271352,0.0001483867,0.00332742,0.002758481,0.004502393],"genre_scores_gemma":[0.8999452,0.00008758042,0.09523916,0.00009720903,0.00004910146,0.00005588227,0.002870972,0.0002141598,0.001440697],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01114313,"threshold_uncertainty_score":0.04225183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02055682008934842,"score_gpt":0.2116194821043006,"score_spread":0.1910626620149522,"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."}}