{"id":"W3045935610","doi":"10.1051/0004-6361/202038071","title":"<i>Euclid</i> preparation","year":2020,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":415,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; University of Waterloo","funders":"Horizon 2020 Framework Programme; Agenția Spațială Română; Ministero dell’Istruzione, dell’Università e della Ricerca; Jet Propulsion Laboratory; Centre National d’Etudes Spatiales; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; California Institute of Technology; European Commission; Dipartimenti di Eccellenza; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Fonds De La Recherche Scientifique - FNRS; Ministerio de Ciencia, Innovación y Universidades; National Aeronautics and Space Administration; Staatssekretariat für Bildung, Forschung und Innovation; Deutsche Forschungsgemeinschaft; International Max Planck Research School for Environmental, Cellular and Molecular Microbiology; UK Research and Innovation; Agenzia Spaziale Italiana; National Science Foundation","keywords":"Implementation; Weak gravitational lensing; Set (abstract data type); Redshift; Measure (data warehouse); Computer science; COSMIC cancer database; Cluster analysis; Algorithm; Galaxy; Physics; Astrophysics; Artificial intelligence; Data mining; Programming language","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":[0.002620107,0.001462022,0.0007701401,0.002356219,0.0009020035,0.002817267,0.002131771,0.0009187235,0.1759957],"category_scores_gemma":[0.01202426,0.0005381521,0.001144133,0.002771679,0.0007206371,0.00191134,0.002614204,0.001863166,0.1531012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002571441,"about_ca_system_score_gemma":0.002463662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103137,"about_ca_topic_score_gemma":0.009793757,"domain_scores_codex":[0.9976085,0.0004839576,0.0001808631,0.0004812817,0.001082754,0.000162489],"domain_scores_gemma":[0.9937999,0.0006402532,0.0003802959,0.001796521,0.002787354,0.0005957268],"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":[0.0001138154,0.000009242009,0.0005220936,0.0001850838,0.00001728955,0.00007012752,0.00005564812,0.002235119,0.0008565699,0.03146201,0.9221941,0.04227895],"study_design_scores_gemma":[0.00002170172,0.00002901641,0.001136333,0.000116459,0.000005713932,0.0001281062,0.00002949056,0.00356411,0.002275431,0.01008345,0.9825718,0.0000383686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005215114,0.004397449,0.2101755,0.01045307,0.02023251,0.0009061854,0.2656947,0.03244154,0.4504839],"genre_scores_gemma":[0.06274045,0.00447495,0.2029439,0.002926608,0.004427996,0.001489333,0.4436279,0.02323697,0.2541319],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1759957,"threshold_uncertainty_score":0.5887643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007153681379750179,"score_gpt":0.1989322396064703,"score_spread":0.1917785582267201,"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."}}