Accelerated evidence synthesis in orthopaedics—the roles of natural language processing, expert annotation and large language models
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| Published in | Journal of experimental orthopaedics Vol. 10; no. 1; pp. 99 - n/a |
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| Main Authors | , , , , , , , , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
28.09.2023
Springer Nature B.V Wiley |
| Subjects | |
| Online Access | Get full text |
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| Author | Ayeni, Olufemi R. Herbst, Elmar Hirschmann, Michael T. Tischer, Thomas Narup, Eric Zsidai, Bálint Ley, Christophe Senorski, Eric Hamrin Grassi, Alberto Kopf, Sebastian Samuelsson, Kristian Kaarre, Janina Seil, Romain Hilkert, Ann-Sophie Feldt, Robert Musahl, Volker |
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| Author_xml | – sequence: 1 givenname: Bálint orcidid: 0000-0002-5697-6577 surname: Zsidai fullname: Zsidai, Bálint email: balint.zsidai@gu.se organization: Sahlgrenska Sports Medicine Center, Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg – sequence: 2 givenname: Janina surname: Kaarre fullname: Kaarre, Janina organization: Sahlgrenska Sports Medicine Center, Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Department of Orthopaedic Surgery, UPMC Freddie Fu Sports Medicine Center, University of Pittsburgh – sequence: 3 givenname: Ann-Sophie surname: Hilkert fullname: Hilkert, Ann-Sophie organization: Department of Computer Science and Engineering, Chalmers University of Technology, Medfield Diagnostics AB – sequence: 4 givenname: Eric surname: Narup fullname: Narup, Eric organization: Sahlgrenska Sports Medicine Center, Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg – sequence: 5 givenname: Eric Hamrin surname: Senorski fullname: Senorski, Eric Hamrin organization: Sahlgrenska Sports Medicine Center, Department of Health and Rehabilitation, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Sportrehab Sports Medicine Clinic – sequence: 6 givenname: Alberto surname: Grassi fullname: Grassi, Alberto organization: IIa Clinica Ortopedica E Traumatologica, IRCCS Istituto Ortopedico Rizzoli – sequence: 7 givenname: Olufemi R. surname: Ayeni fullname: Ayeni, Olufemi R. organization: Division of Orthopaedic Surgery, Department of Surgery, McMaster University – sequence: 8 givenname: Volker surname: Musahl fullname: Musahl, Volker organization: Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Department of Orthopaedic Surgery, UPMC Freddie Fu Sports Medicine Center, University of Pittsburgh – sequence: 9 givenname: Christophe surname: Ley fullname: Ley, Christophe organization: Department of Mathematics, University of Luxembourg – sequence: 10 givenname: Elmar surname: Herbst fullname: Herbst, Elmar organization: Department of Trauma, Hand and Reconstructive Surgery, University Hospital Münster – sequence: 11 givenname: Michael T. surname: Hirschmann fullname: Hirschmann, Michael T. organization: Department of Orthopedic Surgery and Traumatology, Head Knee Surgery and DKF Head of Research, Kantonsspital Baselland – sequence: 12 givenname: Sebastian surname: Kopf fullname: Kopf, Sebastian organization: Center of Orthopaedics and Traumatology, University Hospital Brandenburg a.d.H., Brandenburg Medical School Theodor Fontane, Faculty of Health Sciences Brandenburg, Brandenburg Medical School Theodor Fontane – sequence: 13 givenname: Romain surname: Seil fullname: Seil, Romain organization: Department of Orthopaedic Surgery, Centre Hospitalier Luxembourg and Luxembourg Institute of Health – sequence: 14 givenname: Thomas surname: Tischer fullname: Tischer, Thomas organization: Clinic for Orthopaedics and Trauma Surgery – sequence: 15 givenname: Kristian surname: Samuelsson fullname: Samuelsson, Kristian organization: Sahlgrenska Sports Medicine Center, Department of Orthopaedics, Institute of Clinical Sciences, Sahlgrenska Academy, University of Gothenburg, Department of Orthopaedics, Sahlgrenska University Hospital – sequence: 16 givenname: Robert surname: Feldt fullname: Feldt, Robert organization: Department of Computer Science and Engineering, Chalmers University of Technology |
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| Cites_doi | 10.1007/s00167-022-07272-0 10.1016/j.injury.2022.01.046 10.1038/s41746-023-00873-0 10.1093/bioinformatics/btaa256 10.2106/JBJS.19.00071 10.1038/s41586-023-05881-4 10.1111/jep.13587 10.5435/JAAOS-D-20-00288 10.1007/s00167-022-07181-2 10.1016/j.spinee.2019.12.006 10.1038/s42256-023-00625-5 10.1007/s00167-022-07233-7 10.1038/s41746-022-00742-2 10.1136/bjsports-2022-105570 10.2139/ssrn.4073611 |
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| Copyright | The Author(s) 2023 The Author(s). The Author(s) 2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License. European Society of Sports Traumatology, Knee Surgery, Arthroscopy (ESSKA) 2023 |
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| Keywords | NLP Foundation models Generative AI Sports Medicine AI LLM Evidence synthesis ML |
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| References | Shiner, Levis, Dufort, Patterson, Watts, DuVall (CR13) 2022; 28 Pruneski, Pareek, Nwachukwu, Martin, Kelly, Karlsson (CR10) 2023; 31 Wyles, Tibbo, Fu, Wang, Sohn, Kremers (CR15) 2019; 101 Jin, Szolovits (CR2) 2020; 36 Karhade, Bongers, Groot, Kazarian, Cha, Fogel (CR3) 2020; 20 CR8 CR7 CR18 CR17 Eckhardt, Madjarova, Williams, Ollivier, Karlsson, Pareek (CR1) 2023; 31 Pruneski, Pareek, Kunze, Martin, Karlsson, Oeding (CR9) 2023; 31 CR14 Rädsch, Reinke, Weru, Tizabi, Schreck, Kavur (CR11) 2023; 5 Rubinger, Gazendam, Ekhtiari, Bhandari (CR12) 2023; 54 Yang, Chen, PourNejatian, Shin, Smith, Parisien (CR16) 2022; 5 Langerhuizen, Brown, Doornberg, Ring, Kerkhoffs, Janssen (CR4) 2021; 29 Moor, Banerjee, Abad, Krumholz, Leskovec, Topol (CR6) 2023; 616 Mesko, Topol (CR5) 2023; 6 2023; 31 2023; 54 2020; 20 2023 2023; 5 2022 2023; 6 2021 2022; 5 2021; 29 2020; 36 2023; 616 2022; 28 2019; 101 e_1_2_2_4_1 e_1_2_2_14_1 e_1_2_2_5_1 e_1_2_2_13_1 e_1_2_2_6_1 e_1_2_2_12_1 e_1_2_2_7_1 e_1_2_2_11_1 e_1_2_2_10_1 e_1_2_2_2_1 e_1_2_2_3_1 e_1_2_2_19_1 e_1_2_2_9_1 e_1_2_2_18_1 e_1_2_2_8_1 e_1_2_2_17_1 e_1_2_2_16_1 e_1_2_2_15_1 |
| References_xml | – ident: CR18 – volume: 31 start-page: 1203 issue: 4 year: 2023 end-page: 1211 ident: CR10 article-title: Natural language processing: using artificial intelligence to understand human language in orthopedics publication-title: Knee Surg Sports Traumatol Arthrosc doi: 10.1007/s00167-022-07272-0 – volume: 54 start-page: S69 issue: Suppl 3 year: 2023 end-page: S73 ident: CR12 article-title: Machine learning and artificial intelligence in research and healthcare publication-title: Injury doi: 10.1016/j.injury.2022.01.046 – ident: CR14 – volume: 6 start-page: 120 year: 2023 ident: CR5 article-title: The imperative for regulatory oversight of large language models (or generative AI) in healthcare publication-title: NPJ Digit Med doi: 10.1038/s41746-023-00873-0 – ident: CR17 – volume: 36 start-page: 3856 year: 2020 end-page: 3862 ident: CR2 article-title: Advancing PICO element detection in biomedical text via deep neural networks publication-title: Bioinformatics doi: 10.1093/bioinformatics/btaa256 – volume: 101 start-page: 1931 year: 2019 end-page: 1938 ident: CR15 article-title: Use of natural language processing algorithms to identify common data elements in operative notes for total hip arthroplasty publication-title: J Bone Joint Surg Am doi: 10.2106/JBJS.19.00071 – volume: 616 start-page: 259 year: 2023 end-page: 265 ident: CR6 article-title: Foundation models for generalist medical artificial intelligence publication-title: Nature doi: 10.1038/s41586-023-05881-4 – volume: 28 start-page: 520 year: 2022 end-page: 530 ident: CR13 article-title: Improvements to PTSD quality metrics with natural language processing publication-title: J Eval Clin Pract doi: 10.1111/jep.13587 – volume: 29 start-page: 337 year: 2021 end-page: 344 ident: CR4 article-title: Analysis of online reviews of orthopaedic surgeons and orthopaedic practices using natural language processing publication-title: J Am Acad Orthop Surg doi: 10.5435/JAAOS-D-20-00288 – volume: 31 start-page: 1196 issue: 4 year: 2023 end-page: 1202 ident: CR9 article-title: Supervised machine learning and associated algorithms: applications in orthopedic surgery publication-title: Knee Surg Sports Traumatol Arthrosc doi: 10.1007/s00167-022-07181-2 – volume: 20 start-page: 695 year: 2020 end-page: 700 ident: CR3 article-title: Natural language processing for automated detection of incidental durotomy publication-title: Spine J doi: 10.1016/j.spinee.2019.12.006 – ident: CR7 – ident: CR8 – volume: 5 start-page: 273 year: 2023 end-page: 283 ident: CR11 article-title: Labelling instructions matter in biomedical image analysis publication-title: Nat Mach Intell doi: 10.1038/s42256-023-00625-5 – volume: 31 start-page: 376 year: 2023 end-page: 381 ident: CR1 article-title: Unsupervised machine learning methods and emerging applications in healthcare publication-title: Knee Surg Sports Traumatol Arthrosc doi: 10.1007/s00167-022-07233-7 – volume: 5 start-page: 194 year: 2022 ident: CR16 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volume: 5 start-page: 194 year: 2022 article-title: A large language model for electronic health records publication-title: NPJ Digit Med – volume: 5 start-page: 273 year: 2023 end-page: 283 article-title: Labelling instructions matter in biomedical image analysis publication-title: Nat Mach Intell – volume: 54 start-page: S69 issue: Suppl 3 year: 2023 end-page: S73 article-title: Machine learning and artificial intelligence in research and healthcare publication-title: Injury – volume: 6 start-page: 120 year: 2023 article-title: The imperative for regulatory oversight of large language models (or generative AI) in healthcare publication-title: NPJ Digit Med – volume: 28 start-page: 520 year: 2022 end-page: 530 article-title: Improvements to PTSD quality metrics with natural language processing publication-title: J Eval Clin Pract – volume: 31 start-page: 1196 issue: 4 year: 2023 end-page: 1202 article-title: Supervised machine learning and associated algorithms: applications in orthopedic surgery publication-title: Knee Surg Sports Traumatol Arthrosc – volume: 31 start-page: 1203 issue: 4 year: 2023 end-page: 1211 article-title: Natural language processing: using artificial intelligence to understand human language in orthopedics publication-title: Knee Surg Sports Traumatol Arthrosc – volume: 36 start-page: 3856 year: 2020 end-page: 3862 article-title: Advancing PICO element detection in biomedical text via deep neural networks publication-title: Bioinformatics – volume: 20 start-page: 695 year: 2020 end-page: 700 article-title: Natural language processing for automated detection of incidental durotomy publication-title: Spine J – ident: e_1_2_2_19_1 doi: 10.1136/bjsports-2022-105570 – ident: e_1_2_2_2_1 doi: 10.1007/s00167-022-07233-7 – ident: e_1_2_2_16_1 doi: 10.2106/JBJS.19.00071 – ident: e_1_2_2_10_1 doi: 10.1007/s00167-022-07181-2 – ident: e_1_2_2_13_1 doi: 10.1016/j.injury.2022.01.046 – ident: e_1_2_2_17_1 doi: 10.1038/s41746-022-00742-2 – ident: e_1_2_2_8_1 – ident: e_1_2_2_5_1 doi: 10.5435/JAAOS-D-20-00288 – ident: e_1_2_2_3_1 doi: 10.1093/bioinformatics/btaa256 – ident: e_1_2_2_4_1 doi: 10.1016/j.spinee.2019.12.006 – ident: e_1_2_2_12_1 doi: 10.1038/s42256-023-00625-5 – ident: e_1_2_2_6_1 doi: 10.1038/s41746-023-00873-0 – ident: e_1_2_2_11_1 doi: 10.1007/s00167-022-07272-0 – ident: e_1_2_2_7_1 doi: 10.1038/s41586-023-05881-4 – ident: e_1_2_2_15_1 – ident: e_1_2_2_9_1 – ident: e_1_2_2_14_1 doi: 10.1111/jep.13587 – ident: e_1_2_2_18_1 doi: 10.2139/ssrn.4073611 |
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| SubjectTerms | Algorithms Annotations Artificial intelligence Automation Bone surgery Editorial Note Evidence synthesis Foundation models Generative AI Hospitals Knowledge Labeling Language Large language models LLM Medical records Medicine Medicine & Public Health Natural language processing NLP Orthopaedics Orthopedics Ortopedi Patients Sports Medicine Subject specialists Surgical Orthopedics Trauma |
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| Title | Accelerated evidence synthesis in orthopaedics—the roles of natural language processing, expert annotation and large language models |
| URI | https://link.springer.com/article/10.1186/s40634-023-00662-4 https://onlinelibrary.wiley.com/doi/abs/10.1186%2Fs40634-023-00662-4 https://www.proquest.com/docview/2869792564 https://www.proquest.com/docview/2870141986 https://pubmed.ncbi.nlm.nih.gov/PMC10539226 https://gup.ub.gu.se/publication/331525 https://research.chalmers.se/publication/537879 https://doaj.org/article/f69ae336a76b448bb2a3d1a12bcc5ec8 |
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