{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004796125,0.0009286344,0.000705725,0.002120282,0.001199746,0.006989206,0.001317925,0.001332801,0.2332587],"category_scores_gemma":[0.007636802,0.0002962038,0.0003130429,0.002649729,0.0004910827,0.002432518,0.002422042,0.002187988,0.2701691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003174125,"about_ca_system_score_gemma":0.01478378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002629517,"about_ca_topic_score_gemma":0.002864301,"domain_scores_codex":[0.9952118,0.0004019268,0.0003001143,0.0008241461,0.002749164,0.0005127102],"domain_scores_gemma":[0.9888545,0.0009332586,0.0007353638,0.001311293,0.00592586,0.002239689],"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":[0.00006136358,0.00007579797,0.001037126,0.0002289536,0.000004957566,0.00004501266,0.00007778707,0.0001902775,0.0008469058,0.01442354,0.8381914,0.1448168],"study_design_scores_gemma":[0.000008624985,0.00001956676,0.0009855628,0.00004255192,0.000002320699,0.00006494676,0.0000459482,0.0003291604,0.0009082197,0.001664427,0.9959241,0.000004657554],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007720449,0.007735325,0.02624776,0.03564753,0.01556153,0.001710786,0.04353444,0.007692591,0.8541495],"genre_scores_gemma":[0.0168892,0.006071005,0.01960816,0.003555083,0.002963911,0.0006637181,0.02141929,0.001406413,0.9274232],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7667413,"threshold_uncertainty_score":0.780328,"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."}}