{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005394457,0.0008549042,0.000570419,0.001413745,0.001540916,0.004235095,0.001231435,0.001544115,0.3723493],"category_scores_gemma":[0.003100781,0.0003469395,0.0007597469,0.00146008,0.001020115,0.005638782,0.003507964,0.00183185,0.1966368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001491776,"about_ca_system_score_gemma":0.001022903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001944166,"about_ca_topic_score_gemma":0.002600588,"domain_scores_codex":[0.9993178,0.0001242368,0.00004619042,0.0002031179,0.0002029086,0.0001057699],"domain_scores_gemma":[0.9992901,0.0001442531,0.00005599225,0.0002756261,0.0001207333,0.0001132527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002070126,0.00005482417,0.0008187852,0.000458796,0.00002599864,0.0002363902,0.0004348544,0.0007775702,0.001144869,0.2557906,0.5051204,0.2349298],"study_design_scores_gemma":[0.000006333264,0.00000794092,0.0002043156,0.00005193313,0.000003358247,0.0001294417,0.00004633097,0.000254779,0.0002477908,0.01881788,0.9802238,0.000006239263],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003124535,0.003400314,0.02451907,0.005039169,0.003278477,0.0001273121,0.008991543,0.005843971,0.9456755],"genre_scores_gemma":[0.06903289,0.006516072,0.01782235,0.0042707,0.002272681,0.000290573,0.01608585,0.004765649,0.8789433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3723493,"threshold_uncertainty_score":0,"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."}}