{"id":"W4319440117","doi":"10.1051/0004-6361/202244325","title":"HOLISMOKES","year":2023,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":15,"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; Deutsche Forschungsgemeinschaft; Alexander von Humboldt-Stiftung; University of Oxford; York University; Universidad Nacional Autónoma de México; Space Telescope Science Institute; Bundesministerium für Bildung und Forschung; Carnegie Mellon University; Princeton University; Alfred P. Sloan Foundation; Johns Hopkins University; University of Washington; Carnegie Institution of Washington; University of Utah; Toray Science Foundation; High Energy Accelerator Research Organization; Ohio State University; National Astronomical Observatory of Japan; New Mexico State University; University of Portsmouth; Yale University; Vanderbilt University; Japan Science and Technology Agency; U.S. Department of Energy; Smithsonian Institution; Leibniz-Gemeinschaft; University of Notre Dame; National Aeronautics and Space Administration; Ministry of Education, Culture, Sports, Science and Technology; Academia Sinica","keywords":"Physics; Galaxy; Convolutional neural network; Astrophysics; Gravitational lens; Markov chain Monte Carlo; Einstein radius; Redshift; Artificial intelligence; Computer science; Bayesian probability","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":[0.0003861302,0.0009433522,0.0005168183,0.0010881,0.000951711,0.003182278,0.001488765,0.001294321,0.287657],"category_scores_gemma":[0.002049856,0.0003681651,0.0008306456,0.001039923,0.0006887206,0.004028738,0.002693234,0.001512646,0.1318308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001087936,"about_ca_system_score_gemma":0.0008459243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002624979,"about_ca_topic_score_gemma":0.003022306,"domain_scores_codex":[0.99954,0.00007684771,0.0000279927,0.0001469235,0.0001289875,0.00007929045],"domain_scores_gemma":[0.9995537,0.00008101536,0.0000388498,0.0001799622,0.00008024296,0.00006621746],"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":[0.000282593,0.00008714201,0.00137993,0.0005343872,0.00004504033,0.0003953702,0.000291667,0.006616978,0.002479385,0.3426307,0.4061256,0.2391313],"study_design_scores_gemma":[0.00001727814,0.00002008497,0.0003524217,0.00006815549,0.00000895182,0.0001850105,0.00004710015,0.004502475,0.0006884544,0.04092071,0.9531751,0.00001418531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007925223,0.002755675,0.1062413,0.004556184,0.003111779,0.0002853392,0.0162774,0.01484282,0.8440043],"genre_scores_gemma":[0.1473004,0.005327104,0.04993547,0.003288326,0.001617118,0.0005931614,0.0310915,0.006712275,0.7541347],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.287657,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008145499099453888,"score_gpt":0.2039001892596704,"score_spread":0.1957546901602165,"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."}}