{"id":"W4353109306","doi":"10.1061/jmcee7.mteng-15654","title":"Reviewers","year":2023,"lang":"en","type":"article","venue":"Journal of Materials in Civil Engineering","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Illinois at Urbana-Champaign; University of Hawai'i at Mānoa; Universidad San Francisco de Quito; Hohai University; Lanzhou University of Technology; Hebei University; Silesian University of Technology; National Cheng Kung University; Pennsylvania State University; Istanbul Teknik Üniversitesi; King Mongkut's University of Technology North Bangkok; Chinese Academy of Forestry; South China University of Technology; Universidad de Cantabria; Rijkswaterstaat; BMS College of Engineering; University of Tokushima; Isfahan University of Technology; Shandong University; Politechnika Warszawska; Suranaree University of Technology; Tongji University; Hunan University; Hebei University of Engineering; Universität Wien; Universidad del Norte; Ege Üniversitesi; Semnan University; Iran University of Science and Technology; Yonsei University; Dalian University of Technology; Missouri University of Science and Technology; University of Wollongong; Thapar Institute of Engineering and Technology; Universiti Malaysia Pahang; University of Louisville; University of Toronto; Henan Polytechnic University; University of Texas at San Antonio; University of Alberta; Arkansas State University; Beijing University of Civil Engineering and Architecture; Technische Universität Wien; Szkola Glówna Gospodarstwa Wiejskiego w Warszawie; Kanazawa University; University of Guilan; New Mexico State University; Mississippi State University; Southeast University; Indian Institute of Technology, Patna; Sun Yat-sen University; University of Hawai'i; Sveučilište u Zagrebu; University of Washington; Wuhan University; Queen's University; Universidade de São Paulo; Universidade Federal do Pampa; Incheon National University; Tianjin University; Technische Universität Dresden; Firat Üniversitesi; University of Engineering and Technology, Lahore; University of Miami; University of Nebraska-Lincoln; Oregon State University; University of Pennsylvania; Qingdao Technological University; Harbin Institute of Technology; École Normale Supérieure; Université de Strasbourg; Drexel University; Washington State University; Università degli Studi di Cassino e del Lazio Meridionale; Virginia Polytechnic Institute and State University; RMIT University; Beijing University of Technology; Auburn University; Oklahoma State University; University of Minnesota; South Dakota State University; University of Derby; Hanyang University; U.S. Department of Transportation; Hebei University of Technology; Arizona State University; Tennessee Department of Transportation; Marquette University; University of Missouri; Western Sydney University; National Central University; China Three Gorges University; Bayburt Üniversitesi; Lanzhou University; Chang'an University; U.S. Department of Agriculture; University of South Africa; Chongqing Jiaotong University; Purdue University; Wuhan University of Technology","keywords":"Materials 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00293834,0.0001309553,0.0004280521,0.0006622523,0.00001099861,0.00004685495,0.0002320865,0.00005287482,0.0002602776],"category_scores_gemma":[0.0008787217,0.0001186023,0.00007084553,0.0006562221,0.000008770272,0.0002447672,0.00005024828,0.0001460846,0.0006793181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001295073,"about_ca_system_score_gemma":0.00003066215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003086931,"about_ca_topic_score_gemma":0.00000479875,"domain_scores_codex":[0.9984769,0.00005242481,0.0007824521,0.00008158477,0.0003200097,0.0002866472],"domain_scores_gemma":[0.999359,0.00009123736,0.0002630599,0.0001432324,0.00007142594,0.00007202096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002722412,0.00001411512,0.000163162,0.0002431007,0.00002673755,0.000294898,0.0001455917,0.06106275,0.9305127,0.0001155784,0.007264254,0.000129892],"study_design_scores_gemma":[0.004420727,0.0003308477,0.06128493,0.009307336,0.0001368303,0.001343731,0.00023973,0.003414604,0.7522384,0.0007536046,0.1651264,0.001402832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964513,0.0004816652,0.00008497533,0.00008106772,0.002516194,0.00007577652,0.00001099753,0.00009803395,0.000199974],"genre_scores_gemma":[0.9982369,0.0005139038,0.0006515449,0.00001296905,0.0004685901,0.000003855782,0.000001653192,0.00007581386,0.00003478028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1782743,"threshold_uncertainty_score":0.8731486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876987872016506,"score_gpt":0.2565534659630987,"score_spread":0.2377835872429336,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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