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
来源：
JOURNAL OF EXPERIMENTAL ORTHOPAEDICS | 2023年 / 10卷 / 01期
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
  • [1] Accelerated evidence synthesis in orthopaedics—the roles of natural language processing, expert annotation and large language models
    Bálint Zsidai
    Janina Kaarre
    Ann-Sophie Hilkert
    Eric Narup
    Eric Hamrin Senorski
    Alberto Grassi
    Olufemi R. Ayeni
    Volker Musahl
    Christophe Ley
    Elmar Herbst
    Michael T. Hirschmann
    Sebastian Kopf
    Romain Seil
    Thomas Tischer
    Kristian Samuelsson
    Robert Feldt
    Journal of Experimental Orthopaedics, 10
  • [2] Natural language processing in the era of large language models
    Zubiaga, Arkaitz
    FRONTIERS IN ARTIFICIAL INTELLIGENCE, 2024, 6
  • [3] Fairness Certification for Natural Language Processing and Large Language Models
    Freiberger, Vincent
    Buchmann, Erik
    INTELLIGENT SYSTEMS AND APPLICATIONS, VOL 1, INTELLISYS 2024, 2024, 1065 : 606 - 624
  • [4] Applications of Natural Language Processing and Large Language Models for Social Determinants of Health: Protocol for a Systematic Review
    Rajwal, Swati
    Zhang, Ziyuan
    Chen, Yankai
    Rogers, Hannah
    Sarker, Abeed
    Xiao, Yunyu
    JMIR RESEARCH PROTOCOLS, 2025, 14
  • [5] Inference in Expert Systems Using Natural Language Processing
    Jach, Tomasz
    Xieski, Tomasz
    BEYOND DATABASES, ARCHITECTURES AND STRUCTURES, BDAS 2015, 2015, 521 : 288 - 298
  • [6] Recent Advances in Natural Language Processing via Large Pre-trained Language Models: A Survey
    Min, Bonan
    Ross, Hayley
    Sulem, Elior
    Ben Veyseh, Amir Pouran
    Nguyen, Thien Huu
    Sainz, Oscar
    Agirre, Eneko
    Heintz, Ilana
    Roth, Dan
    ACM COMPUTING SURVEYS, 2024, 56 (02)
  • [7] On the Explainability of Natural Language Processing Deep Models
    El Zini, Julia
    Awad, Mariette
    ACM COMPUTING SURVEYS, 2023, 55 (05)
  • [8] Performance of two large language models for data extraction in evidence synthesis
    Konet, Amanda
    Thomas, Ian
    Gartlehner, Gerald
    Kahwati, Leila
    Hilscher, Rainer
    Kugley, Shannon
    Crotty, Karen
    Viswanathan, Meera
    Chew, Robert
    RESEARCH SYNTHESIS METHODS, 2024, 15 (05) : 818 - 824
  • [9] An Empirical Evaluation of Prompting Strategies for Large Language Models in Zero-Shot Clinical Natural Language Processing: Algorithm Development and Validation Study
    Sivarajkumar, Sonish
    Kelley, Mark
    Samolyk-Mazzanti, Alyssa
    Visweswaran, Shyam
    Wang, Yanshan
    JMIR MEDICAL INFORMATICS, 2024, 12
  • [10] Natural Language Processing: An Overview of Models, Transformers and Applied Practices
    Canchila, Santiago
    Meneses-Eraso, Carlos
    Casanoves-Boix, Javier
    Cortes-Pellicer, Pascual
    Castello-Sirvent, Fernando
    COMPUTER SCIENCE AND INFORMATION SYSTEMS, 2024, 21 (03) : 1097 - 1145
1234