{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000810441,0.0002661922,0.0002796095,0.00008481358,0.0003359272,0.0001434441,0.0002160204,0.00003632988,0.0001952227],"category_scores_gemma":[0.00000332571,0.0002628636,0.0001314439,0.0002757201,0.0001706154,0.0003595651,0.0001979781,0.000308565,0.00008302402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002266583,"about_ca_system_score_gemma":0.0001228857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006457973,"about_ca_topic_score_gemma":6.758621e-7,"domain_scores_codex":[0.9985884,0.00005390177,0.0002723584,0.0004460876,0.0001501454,0.0004891368],"domain_scores_gemma":[0.9993067,0.0000757261,0.00008414994,0.0003194673,0.00006867976,0.0001452936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000562048,0.0001537468,0.01208296,0.0000050197,0.0001023741,3.61896e-7,0.0000422788,0.0001114549,0.001080285,0.1062827,0.0008059823,0.8792767],"study_design_scores_gemma":[0.005136924,0.0008471359,0.03379663,0.0002602321,0.0003170897,0.000001126295,0.002893039,0.002480129,0.1028051,0.04394944,0.8058881,0.001625024],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1438888,0.00002410472,0.8312662,0.0002686426,0.0001070704,0.0002490216,0.00003112036,0.00005085478,0.02411417],"genre_scores_gemma":[0.9732177,0.00000141391,0.02453926,0.00005279372,0.0003582113,0.00006514564,0.00006529325,0.00001545158,0.001684793],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8776516,"threshold_uncertainty_score":0.9999824,"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."}}