{"id":"W4402651416","doi":"10.1051/0004-6361/202449609","title":"<i>Euclid</i> preparation","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Perimeter Institute; University of Waterloo","funders":"Staatssekretariat für Bildung, Forschung und Innovation; Fundação para a Ciência e a Tecnologia; Norsk Romsenter; Agenția Spațială Română; National Astronomical Observatory of Japan; Agenzia Spaziale Italiana; Magyar Tudományos Akadémia; National Aeronautics and Space Administration; European Space Agency; Alfred P. Sloan Foundation","keywords":"Physics; Astrophysics; Galaxy; Spiral galaxy; Lenticular galaxy; Galaxy formation and evolution; Astronomy; Artificial intelligence; Computer science","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":[0.001607793,0.001441557,0.001049689,0.001398155,0.0008526439,0.002057645,0.003210588,0.001068714,0.1811884],"category_scores_gemma":[0.00829851,0.0007356881,0.001060595,0.002411977,0.0005349148,0.001677627,0.002421156,0.002226914,0.1565581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00142291,"about_ca_system_score_gemma":0.001811258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01174732,"about_ca_topic_score_gemma":0.0209304,"domain_scores_codex":[0.9983896,0.0002095709,0.000102069,0.0003768411,0.000700822,0.0002211073],"domain_scores_gemma":[0.9945744,0.0006345722,0.0001925278,0.002043574,0.001949944,0.0006049955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001853718,0.00001596241,0.0003687667,0.00009672595,0.00001315413,0.00008463268,0.00002477328,0.0006271219,0.0009541961,0.001340734,0.9877472,0.008541327],"study_design_scores_gemma":[0.0002178317,0.00005191225,0.00270388,0.0001227257,0.00001090617,0.000275906,0.00005261501,0.006685085,0.006759511,0.004846609,0.9782162,0.0000568043],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.005278451,0.0006649185,0.02755706,0.002219222,0.003032334,0.0005656859,0.8504401,0.04441006,0.06583215],"genre_scores_gemma":[0.0144186,0.0002799812,0.02443518,0.0008827622,0.0003179417,0.0003909387,0.9255511,0.01272161,0.021002],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1811884,"threshold_uncertainty_score":0.6061355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005150592993539277,"score_gpt":0.2084189199675547,"score_spread":0.2032683269740154,"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."}}