{"id":"W4380790116","doi":"10.1051/0004-6361/202346177","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":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University; 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","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":[0.001751447,0.001175971,0.0009402032,0.0007357372,0.0004042922,0.001750043,0.003563741,0.0006717149,0.09464137],"category_scores_gemma":[0.00507837,0.0005048032,0.001034381,0.001479911,0.0004211991,0.001113836,0.001883028,0.001308443,0.05818481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009819752,"about_ca_system_score_gemma":0.001382124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01130812,"about_ca_topic_score_gemma":0.007687768,"domain_scores_codex":[0.9989972,0.0003559363,0.00006413195,0.0001772541,0.0002995089,0.0001059088],"domain_scores_gemma":[0.9972818,0.0004892159,0.0001068331,0.0009230523,0.0009173245,0.0002817855],"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":[0.000789583,0.0000793928,0.003608198,0.000368985,0.00009286855,0.0002683607,0.0001272247,0.03345438,0.001129179,0.02214821,0.9032879,0.03464564],"study_design_scores_gemma":[0.0005231904,0.0001165641,0.003349253,0.0001748418,0.00002805715,0.0002312153,0.00007885347,0.0855238,0.0051963,0.01246911,0.8922311,0.00007778274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.01665814,0.0006510376,0.1569258,0.0017995,0.002600862,0.0009638923,0.5366443,0.08420783,0.1995486],"genre_scores_gemma":[0.1115476,0.000804514,0.2077161,0.001193864,0.0003881291,0.001970979,0.6053314,0.03384563,0.03720187],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.09464137,"threshold_uncertainty_score":0.3166069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007024312167879109,"score_gpt":0.2122521333156202,"score_spread":0.2052278211477411,"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."}}