{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005901659,0.0007870057,0.001014011,0.006625729,0.001469439,0.003714257,0.0014021,0.0006577144,0.01552233],"category_scores_gemma":[0.01233063,0.0006450843,0.0008683045,0.006276597,0.0007372153,0.002654107,0.004326004,0.0005679971,0.006494445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001406397,"about_ca_system_score_gemma":0.001784894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01334438,"about_ca_topic_score_gemma":0.02274526,"domain_scores_codex":[0.9930918,0.001413917,0.0005933194,0.001874625,0.002468154,0.0005582104],"domain_scores_gemma":[0.9820795,0.002455323,0.003942701,0.006664997,0.003906497,0.0009509847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004529514,0.0001096388,0.4778095,0.0006689401,0.0008289965,0.0002619305,0.002129121,0.001443794,0.0112647,0.04190442,0.04768302,0.415443],"study_design_scores_gemma":[0.00004844043,0.0002641104,0.604543,0.0002517392,0.0002470717,0.0009158645,0.001563856,0.005316128,0.01335386,0.01232903,0.361033,0.0001338181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4147579,0.003576115,0.2200941,0.0008066195,0.000497745,0.001111206,0.08500859,0.01568347,0.2584642],"genre_scores_gemma":[0.6934023,0.0008037506,0.187582,0.0005323255,0.0001525926,0.0007801467,0.08082092,0.002015767,0.03391014],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9844777,"threshold_uncertainty_score":0,"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."}}