{"id":"W6921888943","doi":"10.1051/0004-6361/202244325/pdf","title":"HOLISMOKES","year":2023,"lang":"en","type":"article","venue":"Springer Link (Chiba Institute of Technology)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"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":"Galaxy; Convolutional neural network; Lens (geology); Markov chain Monte Carlo; Ellipsoid; Artificial neural network; Einstein radius; Gravitational lens; Hubble Deep Field; Biometrics","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":[0.0003855082,0.0009626064,0.0005228746,0.001073252,0.000940986,0.003161553,0.001527742,0.001291692,0.2827707],"category_scores_gemma":[0.00206217,0.000375863,0.0008434798,0.001007235,0.0006630585,0.003983729,0.002708642,0.001516485,0.1304885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001057301,"about_ca_system_score_gemma":0.0008458872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002574467,"about_ca_topic_score_gemma":0.003021966,"domain_scores_codex":[0.9995435,0.00007383832,0.00002763403,0.0001449929,0.0001307037,0.00007924023],"domain_scores_gemma":[0.9995504,0.00008117347,0.00003864775,0.0001804925,0.00008164567,0.00006764649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002913752,0.00008922991,0.00142299,0.000561387,0.00004675288,0.0004026138,0.0002889417,0.007058108,0.002681605,0.3235716,0.4191802,0.2444054],"study_design_scores_gemma":[0.00001796708,0.00002078917,0.0003553268,0.00007050393,0.00000930615,0.0001850568,0.0000461605,0.00495887,0.0007511469,0.03951639,0.9540538,0.00001467527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008319408,0.002890665,0.1140223,0.004611514,0.003315814,0.0002985212,0.01709715,0.0172366,0.832208],"genre_scores_gemma":[0.1512297,0.005524179,0.05408238,0.003364223,0.001667354,0.0006217879,0.0335997,0.007572436,0.7423381],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2827707,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01209287658480125,"score_gpt":0.2276207709953889,"score_spread":0.2155278944105876,"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."}}