{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01253859,0.0001814446,0.0003899955,0.0005163138,0.0003771592,0.0008631315,0.0009544771,0.00006090232,0.007587092],"category_scores_gemma":[0.001803664,0.000129073,0.00008438536,0.0006372476,0.00007724753,0.0000625532,0.00283675,0.0002113539,0.0003214702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008620027,"about_ca_system_score_gemma":0.000266301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003720729,"about_ca_topic_score_gemma":0.000007614647,"domain_scores_codex":[0.9913352,0.00005457571,0.0008706737,0.001029082,0.006522208,0.0001883051],"domain_scores_gemma":[0.9963227,0.001724107,0.0004723657,0.00107524,0.0003122824,0.00009332316],"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":[0.00000101434,0.00005453422,0.0001134531,0.00002426301,0.00001812386,0.000005619663,0.0001623476,0.002439042,4.763214e-7,0.006493114,0.8172376,0.1734504],"study_design_scores_gemma":[0.0001062269,0.00001501675,0.00295542,0.00001233471,0.00001770235,0.00001564898,0.0008178692,0.02436972,3.481307e-7,0.07024489,0.9012398,0.0002050301],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001429755,0.0001392253,0.1268263,0.0003016577,0.002713318,0.0003583753,0.0001274827,0.0001212396,0.8679826],"genre_scores_gemma":[0.1919515,0.0001230914,0.1306317,0.0006412682,0.0005279599,0.00008202059,0.001592255,0.00009352589,0.6743568],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1936259,"threshold_uncertainty_score":0.9933201,"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."}}