{"id":"W4389776487","doi":"10.1051/0004-6361/202346058","title":"<i>Euclid</i> preparation","year":2023,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"Staatssekretariat für Bildung, Forschung und Innovation; Fundação para a Ciência e a Tecnologia; National Astronomical Observatory of Japan; Norsk Romsenter; Agenția Spațială Română; Ministero dell’Istruzione, dell’Università e della Ricerca; Science and Technology Facilities Council; Barcelona Supercomputing Center; Ministerio de Ciencia e Innovación; European Space Agency; Agenzia Spaziale Italiana; Comunidad de Madrid; National Aeronautics and Space Administration","keywords":"Physics; Weak gravitational lensing; Redshift; Astrophysics; Halo; Galaxy; Gravitational lens; Strong gravitational lensing; Gravitational lensing formalism; Galaxy cluster","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":[0.002847038,0.002241928,0.002014316,0.003312621,0.0009246314,0.00425154,0.005121425,0.001139208,0.4192238],"category_scores_gemma":[0.01258438,0.0009978494,0.001636615,0.005429801,0.0007312403,0.002294525,0.003532088,0.002160051,0.4210629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617447,"about_ca_system_score_gemma":0.002444455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008788666,"about_ca_topic_score_gemma":0.007528851,"domain_scores_codex":[0.9979589,0.0004426103,0.0002097706,0.0004901834,0.0007021486,0.0001963867],"domain_scores_gemma":[0.9939395,0.0006886258,0.0003248584,0.002670638,0.001828676,0.000547608],"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":[0.0001451034,0.00001043166,0.0002066609,0.0002350653,0.0000232427,0.00006329003,0.00003114473,0.0005278824,0.0005200159,0.007549659,0.9786254,0.01206203],"study_design_scores_gemma":[0.00009908194,0.00002251063,0.0008245144,0.0001029802,0.00001195267,0.0001424717,0.00002334458,0.001145343,0.001402245,0.006304275,0.9898808,0.00004047843],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.001153983,0.0007253626,0.03495117,0.001159518,0.002406921,0.0003803172,0.8535185,0.03085811,0.07484615],"genre_scores_gemma":[0.007024924,0.0006626521,0.03230908,0.0006753482,0.0004500908,0.0007210662,0.9157451,0.01787261,0.02453904],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4192238,"threshold_uncertainty_score":0.8284068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006790490880304189,"score_gpt":0.2112441334365273,"score_spread":0.2044536425562231,"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."}}