{"id":"W4416012668","doi":"10.1051/0004-6361/202556177","title":"<i>Euclid</i> preparation","year":2025,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"Fundação para a Ciência e a Tecnologia; Norsk Romsenter; Agenția Spațială Română; National Astronomical Observatory of Japan; Agenzia Spaziale Italiana; Magyar Tudományos Akadémia; Ministero dell’Istruzione, dell’Università e della Ricerca; European Space Agency; National Aeronautics and Space Administration","keywords":"Galaxy; Scalar (mathematics); Spectral density; Population; Cluster analysis; Amplitude; Series (stratigraphy); Consistency (knowledge bases)","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":[0.00196057,0.001103214,0.0008117124,0.001065658,0.0007829846,0.001485896,0.002225635,0.0005883373,0.149773],"category_scores_gemma":[0.006813821,0.0003815119,0.000776155,0.001809355,0.000492566,0.0009646561,0.002106419,0.001027194,0.07047893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104331,"about_ca_system_score_gemma":0.001199645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004480759,"about_ca_topic_score_gemma":0.006029377,"domain_scores_codex":[0.9987732,0.0003794251,0.00008449551,0.0002321433,0.0004210687,0.0001095528],"domain_scores_gemma":[0.9966145,0.0005569185,0.0001940563,0.001405381,0.0009897685,0.0002394066],"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":[0.0003899257,0.00004158572,0.000884358,0.0003142708,0.00004717046,0.0003583485,0.0001508818,0.006266966,0.004967779,0.05515819,0.8797975,0.05162299],"study_design_scores_gemma":[0.0001518896,0.0001169945,0.002371738,0.0001514784,0.00001801525,0.0004226748,0.00005945888,0.01782265,0.01102908,0.01832642,0.9494439,0.00008577231],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02566973,0.002466863,0.2963878,0.00519878,0.006147708,0.0009357219,0.3010612,0.04554015,0.316592],"genre_scores_gemma":[0.1693377,0.002744796,0.3109169,0.002884871,0.001695049,0.002884663,0.3830465,0.0296202,0.09686932],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.149773,"threshold_uncertainty_score":0.5010407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004083932510922308,"score_gpt":0.2072002185573689,"score_spread":0.2031162860464466,"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."}}