{"id":"W4408686665","doi":"10.1051/0004-6361/202451857","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":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; Perimeter Institute; University of Waterloo; Herzberg Institute of Astrophysics","funders":"","keywords":"Physics; Astrophysics; Astronomy","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":[0.002263214,0.001225839,0.001299161,0.002786145,0.001335037,0.003552275,0.002387016,0.000765141,0.1770477],"category_scores_gemma":[0.0075796,0.0007622982,0.001144901,0.004950969,0.0006536757,0.0016658,0.002220067,0.002348137,0.2302942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382275,"about_ca_system_score_gemma":0.00234885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01184289,"about_ca_topic_score_gemma":0.01241889,"domain_scores_codex":[0.9984148,0.0004141234,0.0001594473,0.0003265855,0.00048105,0.0002039987],"domain_scores_gemma":[0.9942867,0.0004677312,0.000274245,0.002679229,0.001886512,0.0004055847],"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":[0.0001461964,0.00001424346,0.0006156865,0.0002022976,0.00001762044,0.00006919317,0.00007874769,0.0003365712,0.000489715,0.01049448,0.974023,0.01351238],"study_design_scores_gemma":[0.00004063506,0.00001496452,0.002089433,0.00006427056,0.000005979023,0.00009177011,0.0000381043,0.0002268474,0.0005233329,0.002984405,0.9939007,0.00001964354],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0028312,0.0006603121,0.02074789,0.0008545816,0.002490064,0.0008792108,0.7622392,0.009104598,0.2001929],"genre_scores_gemma":[0.0126856,0.0007682426,0.03780299,0.00113008,0.0007565114,0.001655096,0.876036,0.01090037,0.05826517],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1770477,"threshold_uncertainty_score":0.5922837,"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."}}