{"id":"W4226054624","doi":"10.6028/nist.ir.8423","title":"Applied and Computational Mathematics Division :","year":2022,"lang":"en","type":"report","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Mathematical Sciences; Binghamton University; University of California, Santa Barbara; University of Illinois at Urbana-Champaign; Jacobs University; ShanghaiTech University; Universität Paderborn; Freie Universität Berlin; Technische Universität Berlin; Oulun Yliopisto; Università di Bologna; Technische Universiteit Delft; University of Oxford; Flatiron Health; University of Toronto; Imperial College London; Morgan State University; Haverford College; Old Dominion University; Kennesaw State University; Yale University; Shandong University; Universiteit van Amsterdam; Sveučilište u Zagrebu; Universitat de València; Albert-Ludwigs-Universität Freiburg; University of Wyoming; University of Akron; Universitat Politècnica de València; Drexel University; George Mason University; York University; Universidade de Lisboa; University of Limerick; University of Rochester; Univerzita Komenského v Bratislave; University of Central Florida; University of California, San Diego; Johns Hopkins University; University of California, Los Angeles; Curtin University of Technology; University of Washington; University of Oregon; University of Texas at Arlington; University of South Carolina; Universiteit Antwerpen; State University of New York; Bergische Universität Wuppertal; Technische Universität München; Tsinghua University; Washington Academy of Sciences; Rollins College; Harvard University; Florida State University; U.S. Department of Commerce; Western Michigan University; University of Southern California; Louisiana State University; George Washington University; Massachusetts Institute of Technology; Concordia University; National University of Singapore; Ohio State University; National Institute of Standards and Technology; University of Maryland, Baltimore County; Danmarks Tekniske Universitet; Texas Tech University","keywords":"Division (mathematics); NIST; Work (physics); Library science; Data science; Computer science; Operations research; Engineering management; Engineering; Mathematics; Mechanical engineering","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":[0.004179153,0.0009210641,0.0006645189,0.001950337,0.001173917,0.006436318,0.001236438,0.001291879,0.2282463],"category_scores_gemma":[0.006379942,0.0002786588,0.0003003001,0.002412859,0.0004508523,0.00224313,0.002257428,0.001997897,0.2585269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002908611,"about_ca_system_score_gemma":0.01332651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002570897,"about_ca_topic_score_gemma":0.002924116,"domain_scores_codex":[0.9958306,0.0003427484,0.0002556194,0.0007388476,0.002381243,0.0004510341],"domain_scores_gemma":[0.9908659,0.0007324907,0.0006243081,0.00106505,0.004839038,0.001873271],"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":[0.00006418471,0.00007914062,0.001088788,0.0002149387,0.000004964057,0.00004777679,0.00007279882,0.0001965776,0.0009543663,0.01408955,0.8330173,0.1501697],"study_design_scores_gemma":[0.000009150268,0.00002054644,0.001042928,0.00003730912,0.000002379084,0.00006705205,0.00004319263,0.0003671818,0.0009830751,0.001643768,0.9957787,0.000004681471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008171104,0.007793204,0.02681442,0.03543243,0.0151921,0.001602614,0.04013293,0.007805496,0.8570557],"genre_scores_gemma":[0.01659158,0.005568488,0.01804546,0.003248381,0.0027305,0.0005633949,0.01853027,0.001218983,0.9335029],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2282463,"threshold_uncertainty_score":0.7635601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2726939843631953,"score_gpt":0.4350151941666392,"score_spread":0.1623212098034439,"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."}}