{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003773174,0.0001973487,0.0001852699,0.00002045645,0.0002110333,0.00008971268,0.0001227006,0.00002228459,0.0002169301],"category_scores_gemma":[0.000001916376,0.0002088075,0.00007333623,0.0001371077,0.00006230656,0.0005822043,0.00007505844,0.0001418608,0.0001800707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001578383,"about_ca_system_score_gemma":0.000049298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003006249,"about_ca_topic_score_gemma":4.729154e-7,"domain_scores_codex":[0.9990552,0.00002936311,0.0002476338,0.0002731108,0.000125973,0.0002687393],"domain_scores_gemma":[0.9994503,0.00001583403,0.0001380595,0.0001600277,0.00005222081,0.0001836212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004032348,0.00007676263,0.9536315,0.00001298132,0.00007660624,9.534683e-9,0.00150824,0.0003795314,0.0005844411,0.02405981,0.001399252,0.01823053],"study_design_scores_gemma":[0.001467048,0.0004329538,0.9183352,0.00001650235,0.00008642296,7.9686e-7,0.001690901,0.004307718,0.00266416,0.003118416,0.06726593,0.0006139692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8565682,0.00001095005,0.1417122,0.0003648078,0.0000593399,0.0001722069,0.0000308979,0.00006224527,0.001019157],"genre_scores_gemma":[0.984524,0.000001014525,0.01447498,0.00001760439,0.0007283153,0.00002395927,0.0001399792,0.0000191606,0.00007106358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1279557,"threshold_uncertainty_score":0.8514922,"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."}}