{"id":"W4409133108","doi":"10.1051/0004-6361/202553887","title":"<i>Euclid</i> preparation","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Science and Technology Facilities Council; Norsk Romsenter; National Astronomical Observatory of Japan; International Space Science Institute; European Space Agency; Agenzia Spaziale Italiana; Fundação para a Ciência e a Tecnologia; Magyar Tudományos Akadémia; Agenția Spațială Română; Centre National d’Etudes Spatiales; Leverhulme Trust; Ministerio de Ciencia, Innovación y Universidades; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Astronomy; Intracluster medium; Galaxy cluster; Galaxy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002220815,0.001695268,0.001480968,0.002325064,0.0008644785,0.003790393,0.003668457,0.001230559,0.4532385],"category_scores_gemma":[0.01124478,0.0007813835,0.001077437,0.003441571,0.0009363452,0.002221206,0.003434764,0.001989037,0.4221107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001146205,"about_ca_system_score_gemma":0.001780758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005892565,"about_ca_topic_score_gemma":0.005627228,"domain_scores_codex":[0.9985983,0.0003062277,0.0001282626,0.0003155458,0.0005265352,0.0001252439],"domain_scores_gemma":[0.9946378,0.0006476082,0.0003417911,0.002244272,0.001472835,0.0006556293],"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":[0.0001034134,0.00001136677,0.0002833721,0.0001851123,0.00001968341,0.00009390754,0.00004349781,0.0004169899,0.0006073899,0.01147965,0.9623633,0.02439244],"study_design_scores_gemma":[0.00004583778,0.00002027835,0.0005953545,0.00008404519,0.000006915251,0.000144628,0.00002020535,0.0008767876,0.0008609022,0.004258145,0.9930599,0.00002697878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.00206494,0.001595866,0.0748891,0.003956233,0.005754701,0.0007743683,0.4474321,0.08018364,0.3833491],"genre_scores_gemma":[0.03313671,0.002406544,0.1281208,0.003287007,0.001582538,0.002501317,0.5879562,0.04523556,0.1957733],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4532385,"threshold_uncertainty_score":0.779889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006230082024972855,"score_gpt":0.2688466003547577,"score_spread":0.2626165183297848,"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."}}