{"id":"W4307440049","doi":"10.1051/0004-6361/202245041","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":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Perimeter Institute; University of Waterloo","funders":"Staatssekretariat für Bildung, Forschung und Innovation; Fundação para a Ciência e a Tecnologia; Norsk Romsenter; Agenția Spațială Română; National Astronomical Observatory of Japan; Ministerio de Ciencia e Innovación; Agenzia Spaziale Italiana; Academy of Finland; European Space Agency; National Aeronautics and Space Administration","keywords":"Physics; Astrophysics; Astronomy; Theoretical physics","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":[0.001527745,0.0009488006,0.0007326402,0.00116416,0.0006821781,0.002161456,0.002476609,0.0006623309,0.1067709],"category_scores_gemma":[0.005205315,0.000538268,0.001047795,0.002609249,0.0005163584,0.00104387,0.001702505,0.00150654,0.08696377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001118008,"about_ca_system_score_gemma":0.001344859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01029863,"about_ca_topic_score_gemma":0.0124526,"domain_scores_codex":[0.9988273,0.0002284908,0.00007681885,0.0002407151,0.0005104082,0.0001162812],"domain_scores_gemma":[0.9968001,0.0004005916,0.0001230044,0.001166133,0.001211179,0.0002989588],"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":[0.0003096722,0.0000241832,0.0008753233,0.0001593138,0.00002290041,0.0001244093,0.00006001054,0.005267861,0.001139434,0.0089032,0.9643863,0.01872741],"study_design_scores_gemma":[0.0001334248,0.00004279033,0.002420233,0.00008189189,0.000007941621,0.0001814475,0.00004834318,0.008356782,0.003614391,0.005714921,0.9793572,0.00004055056],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0087671,0.0006091993,0.07855625,0.001612894,0.002393092,0.000961796,0.7193267,0.03574996,0.152023],"genre_scores_gemma":[0.03051944,0.0004038318,0.08175586,0.0006679742,0.0002690993,0.0008984304,0.8397718,0.01639714,0.02931642],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1067709,"threshold_uncertainty_score":0.3571842,"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."}}