{"id":"W4401687512","doi":"10.1051/0004-6361/202349128","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":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Perimeter Institute; University of Waterloo","funders":"Institut National de Physique Nucléaire et de Physique des Particules; Staatssekretariat für Bildung, Forschung und Innovation; Agencia Estatal de Investigación; Fundação para a Ciência e a Tecnologia; Agenția Spațială Română; Université de Genève; Generalitat de Catalunya; Ministerio de Ciencia e Innovación; National Aeronautics and Space Administration; China Scholarship Council; Rijksuniversiteit Groningen; Institut de Física d'Altes Energies; Norsk Romsenter; National Astronomical Observatory of Japan; California Institute of Technology; European Commission; European Space Agency; Agenzia Spaziale Italiana; Strong","keywords":"Physics; Galaxy; Context (archaeology); Astronomy; Milky Way; Stars; Astrophysics; Pipeline (software); Scale (ratio); Cosmology; Population; Galaxy formation and evolution; Computer science; Geography","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":[0.002381142,0.000877146,0.0006180474,0.001089439,0.0007731841,0.002646858,0.002259776,0.0007743189,0.1962631],"category_scores_gemma":[0.01008196,0.0004833507,0.0009843793,0.001554157,0.0005639768,0.001550538,0.002987069,0.001682884,0.1447074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001778711,"about_ca_system_score_gemma":0.002380814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009214423,"about_ca_topic_score_gemma":0.01065964,"domain_scores_codex":[0.9984646,0.0003429143,0.00009787285,0.0002506541,0.0007010381,0.0001430012],"domain_scores_gemma":[0.9953486,0.0006244764,0.0002051583,0.001392415,0.001816764,0.0006126555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001667338,0.0000117355,0.0005752873,0.0001055154,0.00001555436,0.0001084327,0.0000602201,0.002503956,0.0006185925,0.01296897,0.9703321,0.01253289],"study_design_scores_gemma":[0.00005964035,0.00002285761,0.0008788755,0.00006482974,0.000004798723,0.00009709765,0.00002672093,0.003339713,0.001345577,0.005351631,0.9887856,0.00002260269],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.005853959,0.0009620953,0.1143808,0.006962951,0.01143499,0.00130141,0.4295048,0.04138541,0.3882136],"genre_scores_gemma":[0.05396039,0.001137027,0.09701527,0.003190376,0.001894189,0.001679472,0.6762658,0.0367345,0.1281231],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1962631,"threshold_uncertainty_score":0.6565656,"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."}}