Ensemble of deep learning language models to support the creation of living systematic reviews for the COVID-19 literature

被引:0
|
作者
Julien Knafou
Quentin Haas
Nikolay Borissov
Michel Counotte
Nicola Low
Hira Imeri
Aziz Mert Ipekci
Diana Buitrago-Garcia
Leonie Heron
Poorya Amini
Douglas Teodoro
机构
[1] University of Applied Sciences and Arts of Western Switzerland (HES-SO),
[2] Risklick AG,undefined
[3] CTU Bern,undefined
[4] University of Bern,undefined
[5] Institute of Social and Preventive Medicine,undefined
[6] University of Bern,undefined
[7] Wageningen Bioveterinary Research,undefined
[8] Wageningen University & Research,undefined
[9] Department of Radiology and Medical Informatics,undefined
[10] University of Geneva,undefined
来源
关键词
COVID-19; Living systematic review; Literature screening; Text classification; Language model; Deep learning; Transfer learning;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [41] GACEMV: An ensemble learning framework for constructing COVID-19 diagnosis and prognosis models
    Sun, Lei
    Liu, Yueyang
    Han, Linjie
    Chang, Yibin
    Du, Minghui
    Zhao, Yongshan
    Zhang, Jinghai
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2024, 94
  • [42] Intelligent Decision Support System for COVID-19 Empowered with Deep Learning
    Siddiqui, Shahan Yamin
    Abbas, Sagheer
    Khan, Muhammad Adnan
    Naseer, Iftikhar
    Masood, Tehreem
    Khan, Khalid Masood
    Al Ghamdi, Mohammed A.
    Almotiri, Sultan H.
    CMC-COMPUTERS MATERIALS & CONTINUA, 2021, 66 (02): : 1719 - 1732
  • [43] A Novel Deep Learning and Ensemble Learning Mechanism for Delta-Type COVID-19 Detection
    Khan, Habib Ullah
    Khan, Sulaiman
    Nazir, Shah
    FRONTIERS IN PUBLIC HEALTH, 2022, 10
  • [44] Genomic Surveillance of COVID-19 Variants With Language Models and Machine Learning
    Nagpal, Sargun
    Pal, Ridam
    Tyagi, Ananya
    Tripathi, Sadhana
    Nagori, Aditya
    Ahmad, Saad
    Mishra, Hara Prasad
    Malhotra, Rishabh
    Kutum, Rintu
    Sethi, Tavpritesh
    Sethi, Tavpritesh
    FRONTIERS IN GENETICS, 2022, 13
  • [45] Cochrane COVID-19 living systematic reviews: why, how, and what has been done?
    Turner, Tari
    McDonald, Steve
    COCHRANE DATABASE OF SYSTEMATIC REVIEWS, 2020, (12): : 25 - 27
  • [46] A Systematic Review of Multimodal Deep Learning Approaches for COVID-19 Diagnosis
    Capuozzo, Salvatore
    Sansone, Carlo
    IMAGE ANALYSIS AND PROCESSING - ICIAP 2023 WORKSHOPS, PT II, 2024, 14366 : 140 - 151
  • [47] Thyroid sequelae of COVID-19: a systematic review of reviews
    Pierpaolo Trimboli
    Chiara Camponovo
    Lorenzo Scappaticcio
    Giuseppe Bellastella
    Arnoldo Piccardo
    Mario Rotondi
    Reviews in Endocrine and Metabolic Disorders, 2021, 22 : 485 - 491
  • [48] Methodological challenges for living systematic reviews conducted during the COVID-19 pandemic: A concept paper
    Iannizzi, Claire
    Dorando, Elena
    Burns, Jacob
    Weibel, Stephanie
    Dooley, Clare
    Wakeford, Helen
    Estcourt, Lise J.
    Skoetz, Nicole
    Piechotta, Vanessa
    JOURNAL OF CLINICAL EPIDEMIOLOGY, 2022, 141 : 82 - 89
  • [49] Thyroid sequelae of COVID-19: a systematic review of reviews
    Trimboli, Pierpaolo
    Camponovo, Chiara
    Scappaticcio, Lorenzo
    Bellastella, Giuseppe
    Piccardo, Arnoldo
    Rotondi, Mario
    REVIEWS IN ENDOCRINE & METABOLIC DISORDERS, 2021, 22 (02): : 485 - 491
  • [50] Mobile Apps for COVID-19: A Systematic Review of Reviews
    Holl, Felix
    Schobel, Johannes
    Swoboda, Walter J.
    HEALTHCARE, 2024, 12 (02)