{"id":"W4400611259","doi":"10.1051/0004-6361/202451425","title":"<i>Euclid</i> preparation","year":2024,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"Integrated Electronics Engineering Center, Binghamton University; Université Paris-Saclay; Institut National de Physique Nucléaire et de Physique des Particules; Agenția Spațială Română; Université Claude Bernard Lyon 1; Norsk Romsenter; National Astronomical Observatory of Japan; European Commission; Ministerio de Ciencia e Innovación; Centre National de la Recherche Scientifique; H2020 Marie Skłodowska-Curie Actions; Agencia Estatal de Investigación; Fundação para a Ciência e a Tecnologia; Magyar Tudományos Akadémia; Instituto de Astrofísica de Canarias; HORIZON EUROPE European Research Council; European Space Agency; Ministero dell’Istruzione, dell’Università e della Ricerca; Narodowa Agencja Wymiany Akademickiej; Università di Bologna; Universidade de Lisboa; Agenzia Spaziale Italiana; École Polytechnique Fédérale de Lausanne; University of Bristol; National Aeronautics and Space Administration","keywords":"Computer science; Artificial intelligence","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":[0.002179632,0.0009624138,0.0008900915,0.001310925,0.0009078178,0.002239592,0.002950097,0.0009067752,0.1437834],"category_scores_gemma":[0.009599469,0.0005274126,0.001077883,0.00240992,0.0006288898,0.00152887,0.002061552,0.001829534,0.1139792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337886,"about_ca_system_score_gemma":0.001888707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01481223,"about_ca_topic_score_gemma":0.01425507,"domain_scores_codex":[0.998643,0.0003314955,0.00007738374,0.0002660623,0.0005355481,0.0001464361],"domain_scores_gemma":[0.9943117,0.0008995796,0.0002058902,0.002340256,0.001800558,0.0004419607],"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":[0.0002478144,0.00002125741,0.001120184,0.0001285394,0.00002168817,0.0001170608,0.0000618274,0.003914014,0.0006942028,0.009331833,0.9688647,0.01547685],"study_design_scores_gemma":[0.0001614195,0.00004475717,0.00246309,0.0001114871,0.00001050468,0.0001732813,0.0000660216,0.01113744,0.003543592,0.009311221,0.9729252,0.00005205443],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.00885612,0.000666566,0.07544439,0.002365345,0.003560125,0.0008957039,0.7034026,0.05036358,0.1544456],"genre_scores_gemma":[0.04758427,0.0005338627,0.093298,0.001689575,0.0005696643,0.00117346,0.7896428,0.02545028,0.0400581],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1437834,"threshold_uncertainty_score":0.4810033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008446047716795817,"score_gpt":0.2704168365363677,"score_spread":0.2619707888195719,"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."}}