{"id":"W4391926585","doi":"10.1051/0004-6361/202348628","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":"Integrated Electronics Engineering Center, Binghamton University; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; Spanish National Plan for Scientific and Technical Research and Innovation; Staatssekretariat für Bildung, Forschung und Innovation; Fundação para a Ciência e a Tecnologia; Research Executive Agency; Université de Genève; Ministerio de Ciencia e Innovación; National Science Foundation; European Space Agency; Agenzia Spaziale Italiana; Institut de Física d'Altes Energies; Norsk Romsenter; National Astronomical Observatory of Japan; European Commission; National Aeronautics and Space Administration; Agenția Spațială Română; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Physics; Astrophysics; Magnification; Galaxy; Astronomy; Cluster analysis; Optics; Statistics","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":[0.001582738,0.0009037512,0.0006140419,0.001960932,0.0006606769,0.002372985,0.001227658,0.0005820714,0.2186235],"category_scores_gemma":[0.008368238,0.000297584,0.000651025,0.003062521,0.0005469207,0.00146875,0.002050164,0.0009954121,0.1489585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001598679,"about_ca_system_score_gemma":0.001228289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005887222,"about_ca_topic_score_gemma":0.005677944,"domain_scores_codex":[0.9988411,0.0002969771,0.0001002733,0.0002429551,0.0004371887,0.00008146838],"domain_scores_gemma":[0.9955505,0.0006092942,0.0003927487,0.001444008,0.001653951,0.0003496075],"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":[0.00009526787,0.000009674583,0.0006696086,0.0001590977,0.00001422632,0.00009957325,0.00004600211,0.0009004204,0.0006816398,0.02566349,0.9091662,0.06249487],"study_design_scores_gemma":[0.00001362198,0.00002223022,0.001599245,0.00008180002,0.00000352156,0.0001567625,0.00002098303,0.001257447,0.001072502,0.005167454,0.990585,0.0000194123],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008175244,0.006726151,0.08318362,0.01737105,0.02188159,0.0003716679,0.1705741,0.02594464,0.665772],"genre_scores_gemma":[0.1093387,0.007573567,0.1143686,0.006702946,0.006816786,0.0009910989,0.2673484,0.02068659,0.4661733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2186235,"threshold_uncertainty_score":0.7313685,"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."}}