{"id":"W3163805048","doi":"10.6028/nist.ir.8373","title":"Applied and Computational Mathematics Division :","year":2021,"lang":"en","type":"report","venue":"","topic":"Scientific Computing and Data Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Universitat Politècnica de València; Binghamton University; University of California, Los Angeles; ShanghaiTech University; University of Illinois at Urbana-Champaign; Universiteit Antwerpen; Università di Bologna; Technische Universität Berlin; Universidade de Lisboa; University of California, San Diego; Oulun Yliopisto; Yale University; University of Toronto; University of New South Wales; Universitat de València; University of Texas at Arlington; Rollins College; University of Limerick; University of Waterloo; University of Oregon; University of California, Santa Barbara; Iowa State University; Albert-Ludwigs-Universität Freiburg; Sveučilište u Zagrebu; University of Kentucky; Virginia Commonwealth University; University of Wisconsin-Madison; Princeton University; University of Maryland, Baltimore County; National Institute of Standards and Technology; University of Akron; University of Wyoming; Purdue University; University of Southern California; Kungliga Tekniska Högskolan; State University of New York; Information Technology Laboratory; University of Central Florida","keywords":"Division (mathematics); NIST; Work (physics); Library science; Computer science; Operations research; Engineering management; Data science; Engineering; Mathematics; Mechanical engineering; Arithmetic","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00849677,0.0001884068,0.0004512797,0.0003529416,0.0001875334,0.001403392,0.0006471509,0.000104153,0.001528532],"category_scores_gemma":[0.002850191,0.0001299692,0.00009201583,0.0006034108,0.00008221821,0.00006444968,0.00166807,0.000153779,0.000371825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000479706,"about_ca_system_score_gemma":0.0003629597,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002261612,"about_ca_topic_score_gemma":0.00001306581,"domain_scores_codex":[0.9928034,0.00004421887,0.0008848011,0.001080765,0.005002994,0.0001838246],"domain_scores_gemma":[0.9959776,0.001604708,0.0003966389,0.001126893,0.0007880594,0.000106101],"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":[5.708358e-7,0.00006161427,0.000128891,0.00004580151,0.00002730217,0.00001288241,0.0001288863,0.0006413162,0.000001891829,0.006026532,0.7495698,0.2433545],"study_design_scores_gemma":[0.0001732414,0.00001160176,0.006510883,0.0001005727,0.00003505833,0.00003487651,0.001040275,0.03337381,0.000004172308,0.0775186,0.8808437,0.0003531799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001529671,0.0002781976,0.2834343,0.000313171,0.00216201,0.0002209345,0.00005573462,0.00008217899,0.7119238],"genre_scores_gemma":[0.2066648,0.0001908228,0.254049,0.0005259755,0.0006866838,0.00002469427,0.00132749,0.00007143436,0.5364591],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2430013,"threshold_uncertainty_score":0.9996333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2802165013136386,"score_gpt":0.4397952973339463,"score_spread":0.1595787960203078,"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."}}