{"id":"W2909725151","doi":"10.2172/1490823","title":"APS Science 2018 Vol. 1","year":2018,"lang":"en","type":"report","venue":"","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Argonne National Laboratory; Army Research Office; Division of Materials Research; National Institute of Neurological Disorders and Stroke; National Cancer Institute; Institute of Applied Ecology, Chinese Academy of Sciences; Basic Energy Sciences; Canadian Institutes of Health Research; International Institute for Nanotechnology, Northwestern University; University of California, San Francisco; National Center for Research Resources; National Institute of General Medical Sciences; Office of Research Infrastructure Programs, National Institutes of Health; Western Economic Diversification Canada; U.S. Department of Energy; Oak Ridge Institute for Science and Education; National Institute of Mental Health; National Nuclear Security Administration; Office of Science; Fundamental Research Funds for the Central Universities; National Institutes of Health; China University of Geosciences; Biological and Environmental Research; National Natural Science Foundation of China; Oak Ridge Associated Universities; University of Toronto; Defense Threat Reduction Agency; National Science Foundation; China Postdoctoral Science Foundation; Chinese Academy of Sciences; Deutsche Forschungsgemeinschaft; Iowa State University; Canadian Light Source; Japan Science and Technology Agency; Japan Society for the Promotion of Science; Washington State University; University of Chicago; Natural Sciences and Engineering Research Council of Canada; Core Research for Evolutional Science and Technology; Xiamen University; Northwestern University; Memorial Sloan-Kettering Cancer Center; Academia Sinica; Dow Chemical Company; European Commission; National Institute of Standards and Technology; National Institute of Diabetes and Digestive and Kidney Diseases; California Institute of Technology; Gordon and Betty Moore Foundation; DuPont; Gillings School of Public Health; Universität Duisburg-Essen; Advanced Research Projects Agency; Division of Chemistry; W. M. Keck Foundation; American Heart Association","keywords":"Acre; Downtown; Center (category theory); Injector; National laboratory; Engineering; Range (aeronautics); Transport engineering; Environmental science; Library science; Engineering physics; Geography; Archaeology; Computer science; Aerospace engineering; Mechanical engineering; Agricultural science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001012367,0.001389889,0.0008400753,0.00182004,0.002154918,0.004325487,0.001206886,0.001658638,0.3960376],"category_scores_gemma":[0.001909136,0.0007020881,0.0006777685,0.002209589,0.0006402981,0.002275441,0.002743779,0.003276544,0.4808339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444653,"about_ca_system_score_gemma":0.001537152,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006144942,"about_ca_topic_score_gemma":0.0008877905,"domain_scores_codex":[0.9992982,0.00003467362,0.00002389288,0.0001129776,0.000448132,0.00008200677],"domain_scores_gemma":[0.9986615,0.00006369848,0.00006174899,0.0001951966,0.0006701447,0.0003476067],"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":[0.00008415155,0.0001003551,0.0004531986,0.0004745863,0.00002069808,0.0002590488,0.00005916088,0.000159868,0.01185563,0.0118616,0.7757095,0.1989623],"study_design_scores_gemma":[0.000002030601,0.00001407057,0.0002036635,0.00002546455,0.000003108107,0.000158101,0.0000142459,0.00003884788,0.002054596,0.0006879905,0.9967942,0.000003644007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00443313,0.01947386,0.004444361,0.009515397,0.02938647,0.0001723956,0.003852872,0.002011262,0.9267102],"genre_scores_gemma":[0.01093907,0.02337638,0.00238786,0.001230983,0.002807319,0.00008927074,0.006962797,0.0004903083,0.9517162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3960376,"threshold_uncertainty_score":0.861479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03751747745163179,"score_gpt":0.3429430261023074,"score_spread":0.3054255486506756,"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."}}