{"id":"W4206113948","doi":"10.1093/mnras/stab3586","title":"","year":2022,"lang":"en","type":"article","venue":"UA Campus Repository (The University of Arizona)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Canadian Institute for Theoretical Astrophysics; University of Toronto","funders":"SLAC National Accelerator Laboratory; Centro de Investigaciones Energéticas, Medioambientales y Tecnológicas; Science and Technology Facilities Council; University of Illinois at Urbana-Champaign; National Astronomical Observatory of Japan; Ohio State University; University of Tokyo; University of Hawai'i; Deutsche Forschungsgemeinschaft; Ministerio de Ciencia e Innovación; University of Edinburgh; Lawrence Berkeley National Laboratory; University of Pennsylvania; Financiadora de Estudos e Projetos; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; University of Sussex; Eidgenössische Technische Hochschule Zürich; University College London; Space Telescope Science Institute; Higher Education Funding Council for England; University of Portsmouth; Texas A and M University; University of Chicago; Japan Science and Technology Agency; U.S. Department of Energy; Los Alamos National Laboratory; Princeton University; Università degli Studi di Padova; University of Nottingham; Eötvös Loránd Tudományegyetem; Stanford University; Materials Research Institute, Pennsylvania State University; National Science Foundation","keywords":"Physics; Weak gravitational lensing; Astrophysics; Galaxy; Amplitude; Photometric redshift; Redshift; Lens (geology); Cosmology; Calibration; Astronomy; Optics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0003612691,0.0002365199,0.0002993194,0.0001552341,0.004475332,0.00003265858,0.001066444,0.00003343426,0.0003762508],"category_scores_gemma":[0.000004224411,0.0002593177,0.0003045402,0.000454283,0.000478243,0.0005163133,0.0006958705,0.0004429284,0.000009873891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003441629,"about_ca_system_score_gemma":0.0002738251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002934948,"about_ca_topic_score_gemma":0.00002465512,"domain_scores_codex":[0.9978699,0.0003722803,0.0003241099,0.0003788092,0.0006538975,0.0004010208],"domain_scores_gemma":[0.998171,0.0001238971,0.0006101477,0.000756861,0.0002039994,0.0001341075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001204792,0.0002486501,0.9682264,0.00001220646,0.0002114319,4.62823e-7,0.01275,0.004891903,0.001939648,0.01012545,0.001374002,0.00009935872],"study_design_scores_gemma":[0.001100802,0.0002076369,0.9517719,0.000006403427,0.0001148879,0.00002198431,0.03580772,0.002104214,0.0005054823,0.001486069,0.006586461,0.0002864426],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950045,0.00003683305,0.0007571374,0.000442742,0.0004548265,0.0003765394,0.0000359002,0.00007743399,0.002814026],"genre_scores_gemma":[0.9957659,9.144922e-7,0.0002703411,0.000005037056,0.0001382116,0.000003683906,0.00006306972,0.00001745716,0.003735437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02305772,"threshold_uncertainty_score":0.9999859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003668063414208489,"score_gpt":0.1557350227241401,"score_spread":0.1520669593099316,"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."}}