{"id":"W3091605716","doi":"10.1051/0004-6361/202039574","title":"HOLISMOKES","year":2020,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Japan Society for the Promotion of Science; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Max-Planck-Gesellschaft; Ministério da Ciência, Tecnologia e Inovação; Cabinet Office, Government of Japan; Academia Sinica; Deutsche Forschungsgemeinschaft; University of Oxford; York University; Carnegie Institution for Science; Universidad Nacional Autónoma de México; Space Telescope Science Institute; Leibniz-Gemeinschaft; University of Notre Dame; Yale University; Strong; Carnegie Mellon University; Princeton University; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Toray Science Foundation; High Energy Accelerator Research Organization; University of Tokyo; Ohio State University; Japan Science and Technology Agency; U.S. Department of Energy; Smithsonian Institution; National Astronomical Observatory of Japan; New Mexico State University; University of Portsmouth; Vanderbilt University; National Aeronautics and Space Administration; Ministry of Education, Culture, Sports, Science and Technology","keywords":"Galaxy; Gravitational lens; Markov chain Monte Carlo; Lens (geology); Convolutional neural network; Mass distribution; Ellipsoid; Einstein radius; Weak gravitational lensing; Offset (computer science)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003061334,0.0002037663,0.0001985398,0.00002305544,0.0002015093,0.00008420881,0.0001454986,0.00002063751,0.0002801759],"category_scores_gemma":[0.000001787657,0.000209982,0.00007834214,0.0001357158,0.00008165288,0.000457267,0.00009043903,0.0001625755,0.0001612922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001164558,"about_ca_system_score_gemma":0.00004055388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003380963,"about_ca_topic_score_gemma":1.952838e-7,"domain_scores_codex":[0.9990852,0.00002370506,0.0002151736,0.0002559349,0.0001193358,0.000300584],"domain_scores_gemma":[0.9994636,0.00001594068,0.0001106617,0.0001542947,0.00004496182,0.0002105915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001287073,0.00004714112,0.9464355,0.000008916444,0.00006006328,1.000616e-8,0.0008903871,0.0001145779,0.0002360467,0.02646097,0.0005480436,0.02518554],"study_design_scores_gemma":[0.000728676,0.0001260959,0.9647645,0.000008382324,0.00004016977,3.951164e-7,0.001354069,0.0007961542,0.0007706507,0.00196254,0.02912637,0.0003219518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9059953,0.000020186,0.09248014,0.0004377588,0.0000612778,0.0001232611,0.00003877967,0.00005827457,0.0007850181],"genre_scores_gemma":[0.9848846,9.383111e-7,0.01410836,0.00001465484,0.0008101729,0.00001612923,0.00008620611,0.00002055995,0.00005840468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07888927,"threshold_uncertainty_score":0.8562818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008595007140919857,"score_gpt":0.1915523510892457,"score_spread":0.1829573439483258,"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."}}