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National Nuclear Security Administration; Office of Science; University of Illinois at Urbana-Champaign; National Institutes of Health; ShanghaiTech University; National Natural Science Foundation of China; Biological and Environmental Research; University of Chinese Academy of Sciences; David and Lucile Packard Foundation; University of Chicago; Consejo Nacional de Ciencia y Tecnología; Deutsche Forschungsgemeinschaft; Chinese Academy of Sciences; U.S. Department of Energy; Deutsches Elektronen-Synchrotron; Science Fund for Creative Research Groups; SLAC National Accelerator Laboratory; Washington State University; Harvard University; Türkiye Bilimsel ve Teknolojik Araştırma Kurumu; Arkansas NSF EPSCoR; Villum Fonden; Natural Sciences and Engineering Research Council of Canada; Office of Experimental Program to Stimulate Competitive Research; Northwestern University; DuPont; Office of Energy Efficiency; Dow Chemical Company; National Institute of Allergy and Infectious Diseases; Memorial Sloan-Kettering Cancer Center; National Cancer Institute; Camille and Henry Dreyfus Foundation; U.S. Department of Transportation; National Science Fund for Distinguished Young Scholars; Office of Energy Efficiency and Renewable Energy; National Science Foundation; Basic Energy Sciences; U.S. Department of Health and Human Services; Federal Highway Administration; U.S. Department of Defense","keywords":"National laboratory; Advanced Photon Source; Coronavirus disease 2019 (COVID-19); Library science; Work (physics); Science and engineering; Pandemic; Volume (thermodynamics); Engineering; Computer science; Engineering physics; Engineering ethics; Physics; Mechanical engineering; Medicine; Civil engineering; Particle accelerator","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":[0.001721951,0.001149926,0.0005962938,0.001830732,0.001731244,0.00688501,0.0008543977,0.001850024,0.2922273],"category_scores_gemma":[0.002358863,0.0006922302,0.0006479442,0.002416314,0.0004662039,0.002560686,0.002117487,0.004387762,0.2357417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001729374,"about_ca_system_score_gemma":0.003694841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00167726,"about_ca_topic_score_gemma":0.006305553,"domain_scores_codex":[0.9983234,0.00006205863,0.00003252103,0.00009215932,0.001378178,0.0001118204],"domain_scores_gemma":[0.9979464,0.0001965808,0.00009688037,0.0001024216,0.0008869364,0.0007708895],"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":[0.000006042607,0.0000091721,0.00002410802,0.00003847964,0.000001101953,0.000009887318,0.000003948835,0.00001480243,0.0001731732,0.0006163383,0.9838546,0.01524835],"study_design_scores_gemma":[0.000002091042,0.000007323479,0.0001051416,0.00002470965,8.808081e-7,0.00001981789,0.000009452869,0.00001348585,0.0001053462,0.0003662203,0.9993429,0.00000273243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001118262,0.02802821,0.00287672,0.03638788,0.1459941,0.0002661297,0.006377055,0.002835841,0.7761159],"genre_scores_gemma":[0.001543005,0.01418732,0.001113764,0.003937544,0.01085737,0.00007645915,0.002488741,0.0006927914,0.965103],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2922273,"threshold_uncertainty_score":0.9775976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02680673748919261,"score_gpt":0.3222960976779315,"score_spread":0.2954893601887389,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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