Accelerated evidence synthesis in orthopaedics-the roles of natural language processing, expert annotation and large language models

被引:1
作者
Zsidai, Balint [1 ,2 ]
Kaarre, Janina [1 ,2 ,3 ]
Hilkert, Ann-Sophie [4 ,5 ]
Narup, Eric [1 ,2 ]
Senorski, Eric Hamrin [1 ,6 ,7 ]
Grassi, Alberto [8 ]
Ayeni, Olufemi R. [9 ]
Musahl, Volker [2 ,3 ]
Ley, Christophe [10 ]
Herbst, Elmar [11 ]
Hirschmann, Michael T. [12 ,13 ]
Kopf, Sebastian [14 ,15 ]
Seil, Romain [16 ,17 ]
Tischer, Thomas [18 ]
Samuelsson, Kristian [1 ,2 ,19 ]
Feldt, Robert [4 ]
机构
[1] Sahlgrenska Sports Med Ctr, Gothenburg, Sweden
[2] Univ Gothenburg, Sahlgrenska Acad, Inst Clin Sci, Dept Orthopaed, Gothenburg, Sweden
[3] Univ Pittsburgh, UPMC Freddie Fu Sports Med Ctr, Dept Orthopaed Surg, Pittsburgh, PA USA
[4] Chalmers Univ Technol, Dept Comp Sci & Engn, Gothenburg, Sweden
[5] Medfield Diagnost AB, Gothenburg, Sweden
[6] Univ Gothenburg, Sahlgrenska Acad, Inst Neurosci & Physiol, Dept Hlth & Rehabil, Gothenburg, Sweden
[7] Sportrehab Sports Med Clin, Gothenburg, Sweden
[8] IRCCS Ist Ortoped Rizzoli, IIa Clin Ortoped & Traumatol, Bologna, Italy
[9] McMaster Univ, Dept Surg, Div Orthopaed Surg, Hamilton, ON, Canada
[10] Univ Luxembourg, Dept Math, Esch Sur Alzette, Luxembourg
[11] Univ Hosp Munster, Dept Trauma Hand & Reconstruct Surg, Munster, Germany
[12] Kantonsspital Baselland, Dept Orthoped Surg & Traumatol, Head Knee Surg, CH-4101 Bruderholz, Bottmingen, Switzerland
[13] Kantonsspital Baselland, DKF Head Res, CH-4101 Bruderholz, Bottmingen, Switzerland
[14] Univ Hosp Brandenburg adH, Brandenburg Med Sch Theodor Fontane, Ctr Orthopaed & Traumatol, D-14770 Brandenburg, Germany
[15] Brandenburg Med Sch Theodor Fontane, Fac Hlth Sci Brandenburg, D-14770 Brandenburg, Germany
[16] Ctr Hosp Luxembourg, Dept Orthopaed Surg, Luxembourg, Luxembourg
[17] Luxembourg Inst Hlth, Luxembourg, Luxembourg
[18] Malteser Waldkrankenhaus St Marien, Clin Orthopaed & Trauma Surg, Erlangen, Germany
[19] Sahlgrens Univ Hosp, Dept Orthopaed, Molndal, Sweden
关键词
NLP; LLM; Evidence synthesis; Foundation models; AI; ML; Generative AI; Sports Medicine;
D O I
10.1186/s40634-023-00662-4
中图分类号
R826.8 [整形外科学]; R782.2 [口腔颌面部整形外科学]; R726.2 [小儿整形外科学]; R62 [整形外科学(修复外科学)];
学科分类号
摘要
引用
收藏
页数:5
相关论文
共 38 条
  • [11] Local large language models for privacy-preserving accelerated review of historic echocardiogram reports
    Vaid, Akhil
    Duong, Son Q.
    Lampert, Joshua
    Kovatch, Patricia
    Freeman, Robert
    Argulian, Edgar
    Croft, Lori
    Lerakis, Stamatios
    Goldman, Martin
    Khera, Rohan
    Nadkarni, Girish N.
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2024, : 2097 - 2102
  • [12] Combining large language models with enterprise knowledge graphs: a perspective on enhanced natural language understanding
    Mariotti, Luca
    Guidetti, Veronica
    Mandreoli, Federica
    Belli, Andrea
    Lombardi, Paolo
    FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2024, 7
  • [13] Optimizing Resource Allocation in Cloud for Large-Scale Deep Learning Models in Natural Language Processing
    Dhopavkar, Gauri
    Welekar, Rashmi R.
    Ingole, Piyush K.
    Vaidya, Chandu
    Wankhade, Shalini Vaibhav
    Vasgi, Bharati P.
    JOURNAL OF ELECTRICAL SYSTEMS, 2023, 19 (03) : 62 - 77
  • [14] Fast compression and optimization of deep learning models for natural language processing
    Pietron, Marcin
    Karwatowski, Michal
    Wielgosz, Maciej
    Duda, Jerzy
    2019 SEVENTH INTERNATIONAL SYMPOSIUM ON COMPUTING AND NETWORKING WORKSHOPS (CANDARW 2019), 2019, : 162 - 168
  • [15] Large Language Models Versus Expert Clinicians in CrisisPrediction Among Telemental Health Patients:Comparative Study
    Lee, Christine
    Mohebbi, Matthew
    Callaghan, Erin O'
    Winsberg, Mirene
    JMIR MENTAL HEALTH, 2024, 11
  • [16] Impact of large language model (ChatGPT) in healthcare: an umbrella review and evidence synthesis
    Usman Iqbal
    Afifa Tanweer
    Annisa Ristya Rahmanti
    David Greenfield
    Leon Tsung-Ju Lee
    Yu-Chuan Jack Li
    Journal of Biomedical Science, 32 (1)
  • [17] From Bench to Bedside With Large Language Models: AJR Expert Panel Narrative Review
    Bhayana, Rajesh
    Biswas, Som
    Cook, Tessa S.
    Kim, Woojin
    Kitamura, Felipe C.
    Gichoya, Judy
    Yi, Paul H.
    AMERICAN JOURNAL OF ROENTGENOLOGY, 2024, 223 (03)
  • [18] AI-driven evidence synthesis: data extraction of randomized controlled trials with large language models
    Liu, Jiayi
    Lai, Honghao
    Zhao, Weilong
    Huang, Jiajie
    Xia, Danni
    Liu, Hui
    Luo, Xufei
    Wang, Bingyi
    Pan, Bei
    Hou, Liangying
    Chen, Yaolong
    Ge, Long
    ADVANCED Working Grp
    INTERNATIONAL JOURNAL OF SURGERY, 2025, 111 (03) : 2722 - 2726
  • [19] Optimizing Conversational Commerce Involving Multilingual Consumers Through Large Language Models' Natural Language Understanding Abilities
    Ilagan, Joseph Benjamin
    Ilagan, Jose Ramon
    Zulueta, Pia Ysabel
    Rodrigo, Maria Mercedes
    ARTIFICIAL INTELLIGENCE IN HCI, PT III, AI-HCI 2024, 2024, 14736 : 47 - 59
  • [20] A Survey on Adversarial Text Attacks on Deep Learning Models in Natural Language Processing
    Deepan, S.
    Torres-Cruz, Fred
    Placido-Lerma, Ruben L.
    Udhayakumar, R.
    Anuradha, S.
    Kapila, Dhiraj
    PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON DATA SCIENCE, MACHINE LEARNING AND APPLICATIONS, VOL 1, ICDSMLA 2023, 2025, 1273 : 1059 - 1067