{"id":"W3023795130","doi":"10.1051/0004-6361/202038219","title":"HOLISMOKES","year":2020,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Japan Society for the Promotion of Science; Smithsonian Astrophysical Observatory; University of Edinburgh; Max-Planck-Institut für Astronomie; National Astronomical Observatory of Japan; Max-Planck-Gesellschaft; Ministry of Education, Culture, Sports, Science and Technology; Queen's University; Cabinet Office, Government of Japan; Science Mission Directorate; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Space Telescope Science Institute; Toray Science Foundation; University of Tokyo; High Energy Accelerator Research Organization; Eötvös Loránd Tudományegyetem; Academia Sinica; European Commission; Los Alamos National Laboratory; Johns Hopkins University; Princeton University; National Central University; Gordon and Betty Moore Foundation; Queen's University Belfast; National Aeronautics and Space Administration; Durham University; Japan Science and Technology Agency; Smithsonian Institution; National Science Foundation","keywords":"Galaxy; Lens (geology); Redshift; Sky; Convolutional neural network; Photometry (optics); Supernova; Velocity dispersion","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":[0.000512474,0.0008112144,0.000525397,0.001567943,0.001686831,0.004604355,0.001315024,0.001421437,0.391626],"category_scores_gemma":[0.002515998,0.0003596948,0.0007049362,0.001680463,0.0009810157,0.005548543,0.004374631,0.001607112,0.1781107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107047,"about_ca_system_score_gemma":0.0008009433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001437494,"about_ca_topic_score_gemma":0.002532362,"domain_scores_codex":[0.9992875,0.0001233543,0.00004547579,0.0001847104,0.000223785,0.0001350666],"domain_scores_gemma":[0.9993092,0.000120322,0.00005026969,0.0002749459,0.0001140669,0.0001311031],"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":[0.0002745451,0.00006244547,0.0008512023,0.0004525123,0.00002476608,0.0003378975,0.0005695901,0.0004105631,0.001725426,0.1489714,0.6076814,0.2386383],"study_design_scores_gemma":[0.000006426169,0.00000908588,0.0002137523,0.00004233275,0.000003405532,0.0001730158,0.00006618828,0.0001302833,0.0003048798,0.007962224,0.9910828,0.000005618684],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.004197734,0.00291741,0.01985251,0.003843614,0.003262792,0.000146098,0.01114321,0.006645915,0.9479908],"genre_scores_gemma":[0.06825376,0.004764681,0.01969141,0.003985806,0.002085384,0.00029373,0.02023571,0.00538482,0.8753046],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.391626,"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."}}