{"id":"W4290889273","doi":"10.1051/0004-6361/202243950","title":"<i>Euclid</i> preparation","year":2022,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"Staatssekretariat für Bildung, Forschung und Innovation; Fundação para a Ciência e a Tecnologia; Science and Technology Facilities Council; Jet Propulsion Laboratory; National Astronomical Observatory of Japan; Norsk Romsenter; Agenția Spațială Română; European Space Agency; Agenzia Spaziale Italiana; Space Telescope Science Institute; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Rijksuniversiteit Groningen; California Institute of Technology; European Commission; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Photometry (optics); Galaxy; Redshift; Astronomy; Stars","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":[0.001310189,0.0006834337,0.0004822171,0.0009913982,0.0006026209,0.001533601,0.001817603,0.0005547566,0.2051085],"category_scores_gemma":[0.005836853,0.0003873411,0.0006495354,0.001668895,0.0004463881,0.001060735,0.001726951,0.001047993,0.1266931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001124032,"about_ca_system_score_gemma":0.001829887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01497099,"about_ca_topic_score_gemma":0.0167129,"domain_scores_codex":[0.9991249,0.0002032907,0.00005080784,0.0001606354,0.0003544208,0.0001058584],"domain_scores_gemma":[0.9966043,0.0003591381,0.0001984836,0.001317914,0.001150392,0.0003697456],"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":[0.0001261218,0.00001031905,0.0009774007,0.00009767721,0.00001280482,0.00006001729,0.00003058498,0.001206314,0.0004357357,0.01198344,0.9676362,0.01742345],"study_design_scores_gemma":[0.00005080995,0.00002010122,0.002205843,0.00006063643,0.000004797736,0.0001238835,0.00002518984,0.002374547,0.001486417,0.004196623,0.9894271,0.00002394459],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.006089637,0.0008454195,0.0583871,0.004367676,0.005457996,0.0006018933,0.5211998,0.02948758,0.3735629],"genre_scores_gemma":[0.06372597,0.001109759,0.09691736,0.002537488,0.0009472219,0.001027857,0.65612,0.02002471,0.1575896],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2051085,"threshold_uncertainty_score":0.6861563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00513701479596298,"score_gpt":0.1966101051215611,"score_spread":0.1914730903255981,"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."}}