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Sloan Foundation; Johns Hopkins University; New Mexico State University; University of Utah; Queen's University; Harvard University; National Natural Science Foundation of China; Ohio State University; University of Arizona; Youth Innovation Promotion Association of the Chinese Academy of Sciences; American Institute of Physics; University of Maryland; Yale University; U.S. Department of Energy; Smithsonian Institution; Max-Planck-Institut für Astronomie; National Aeronautics and Space Administration; National Astronomical Observatories, Chinese Academy of Sciences; California Institute of Technology; Leibniz-Gemeinschaft; Science Mission Directorate; University of Toronto; Lawrence Berkeley National Laboratory; Yunnan University; National Science Foundation","keywords":"Quasar; Physics; Autocorrelation; Sky; Light curve; Noise (video); Astrophysics; Matching (statistics); Transient (computer programming); Statistical physics; Statistics; Computer science; Artificial intelligence; Mathematics; Galaxy","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":[0.0009110686,0.0002208469,0.000250996,0.002370951,0.0005804896,0.0007032479,0.0003928077,0.000189925,0.002043084],"category_scores_gemma":[0.003029622,0.000114491,0.0002675213,0.001584682,0.0003376406,0.0003663286,0.0007548594,0.0001310101,0.0004337258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003255351,"about_ca_system_score_gemma":0.0005374459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009963941,"about_ca_topic_score_gemma":0.01816482,"domain_scores_codex":[0.9995649,0.00006780301,0.00003122862,0.0001367716,0.0001141144,0.00008512176],"domain_scores_gemma":[0.9968926,0.001027916,0.001019701,0.0003910607,0.0003342547,0.0003343497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001553206,0.00003661994,0.9683173,0.00005989023,0.00006180273,0.0003458584,0.0002667425,0.0007042319,0.007202949,0.0003901438,0.0005763692,0.02188275],"study_design_scores_gemma":[0.00001057824,0.00005580882,0.9917389,0.00001551802,0.00005273095,0.000277335,0.0003644021,0.003745891,0.00236489,0.0001613544,0.0011998,0.00001293446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975165,0.0001607236,0.001421918,0.00003164818,0.000001788205,0.00001622129,0.0004066974,0.00002328165,0.0004212364],"genre_scores_gemma":[0.9962502,0.00008923108,0.001759956,0.00001280676,0.000005490113,0.0000130256,0.001429855,0.00001509559,0.0004242953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009963941,"threshold_uncertainty_score":0.01981187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072841972360044,"score_gpt":0.2146251596017381,"score_spread":0.2038967398781376,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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