{"id":"W4405733636","doi":"10.1051/0004-6361/202451683","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":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"European Regional Development Fund; Agencia Estatal de Investigación; Magyar Tudományos Akadémia; Fundação para a Ciência e a Tecnologia; National Astronomical Observatory of Japan; Norsk Romsenter; Agenția Spațială Română; Ministerio de Ciencia e Innovación; Agenzia Spaziale Italiana; European Space Agency; Ministerio de Ciencia, Innovación y Universidades; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Theoretical physics; Astronomy","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":[0.002176442,0.001202631,0.0008331128,0.001948911,0.0007318736,0.002298046,0.001837482,0.0006472138,0.1600306],"category_scores_gemma":[0.00601982,0.0003170714,0.0006918527,0.002688494,0.0006148486,0.001743784,0.002284143,0.001325071,0.1587918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002285789,"about_ca_system_score_gemma":0.001590049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00818496,"about_ca_topic_score_gemma":0.006246099,"domain_scores_codex":[0.998792,0.0002732719,0.0001043358,0.0002565399,0.0004553804,0.0001184726],"domain_scores_gemma":[0.9958403,0.0003036117,0.0003201694,0.00110111,0.001844177,0.000590655],"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":[0.0001446632,0.000009979943,0.0003728685,0.0001556007,0.00001152731,0.00008569744,0.00002934763,0.0005459494,0.0006169293,0.02472797,0.9387911,0.03450842],"study_design_scores_gemma":[0.00001819069,0.00002563078,0.001462648,0.00006066426,0.000003484372,0.0001238998,0.00001712887,0.0004901302,0.0006925989,0.003707896,0.9933785,0.00001911768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004921488,0.007412454,0.04646811,0.01977571,0.02418723,0.0007457219,0.2248792,0.01826691,0.6533432],"genre_scores_gemma":[0.07144143,0.0078738,0.05884317,0.005012186,0.006037288,0.001077823,0.3467951,0.0116429,0.4912763],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1600306,"threshold_uncertainty_score":0.5353556,"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."}}