Artificial intelligence (AI) and machine learning (ML) are rapidly becoming integral components of modern healthcare, offering new avenues for diagnosis, treatment, and outcome prediction. This review explores their current applications and potential future in the field of spinal care. From enhancing imaging techniques to predicting patient outcomes, AI and ML are revolutionizing the way we approach spinal diseases. AI and ML have significantly improved spinal imaging by augmenting detection and classification capabilities, thereby boosting diagnostic accuracy. Predictive models have also been developed to guide treatment plans and foresee patient outcomes, driving a shift towards more personalized care. Looking towards the future, we envision AI and ML further ingraining themselves in spinal care with the development of algorithms capable of deciphering complex spinal pathologies to aid decision making. Despite the promise these technologies hold, their integration into clinical practice is not without challenges. Data quality, integration hurdles, data security, and ethical considerations are some of the key areas that need to be addressed for their successful and responsible implementation. In conclusion, AI and ML represent potent tools for transforming spinal care. Thoughtful and balanced integration of these technologies, guided by ethical considerations, can lead to significant advancements, ushering in an era of more personalized, effective, and efficient healthcare.
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Mayo Clin, Dept Lab Med & Pathol, Rochester, MN USAAlfaisal Univ, Coll Med, Riyadh, Saudi Arabia
Salama, Mohamed E.
Owaidah, Tarek
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King Faisal Specialist Hosp & Res Ctr, Dept Pathol & Lab Med, Riyadh, Saudi ArabiaAlfaisal Univ, Coll Med, Riyadh, Saudi Arabia
Owaidah, Tarek
Hashmi, Shahrukh K.
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King Faisal Specialist Hosp & Res Ctr, Oncol Ctr, Riyadh, Saudi Arabia
Mayo Clin, Dept Med, Div Hematol, 200 1st St SW, Rochester, MN 55905 USAAlfaisal Univ, Coll Med, Riyadh, Saudi Arabia
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NYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USANYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
Lui, Y. W.
Chang, P. D.
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Univ Calif Irvine, Dept Radiol, Irvine Hlth Med Ctr, Orange, CA 92668 USANYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
Chang, P. D.
Zaharchuk, G.
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Stanford Univ, Dept Neuroradiol, Stanford, CA 94305 USANYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
Zaharchuk, G.
Barboriak, D. P.
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Duke Univ, Med Ctr, Dept Radiol, Durham, NC 27710 USANYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
Barboriak, D. P.
Flanders, A. E.
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Thomas Jefferson Univ Hosp, Dept Radiol, Philadelphia, PA 19107 USANYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
Flanders, A. E.
Wintermark, M.
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Stanford Univ, Dept Neuroradiol, Stanford, CA 94305 USANYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
Wintermark, M.
Hess, C. P.
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Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94143 USANYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
Hess, C. P.
Filippi, C. G.
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Northwell Hlth, Dept Radiol, New York, NY USANYU, Dept Radiol, Langone Med Ctr, 560 1St Ave, New York, NY 10016 USA
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Ajou Univ, Dept Neurosurg, Coll Med, Suwon, South Korea
Yonsei Univ, Dept Neurosurg, Coll Med, Seoul, South KoreaAjou Univ, Dept Neurosurg, Coll Med, Suwon, South Korea
Noh, Sung Hyun
Cho, Pyung Goo
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Ajou Univ, Dept Neurosurg, Coll Med, Suwon, South KoreaAjou Univ, Dept Neurosurg, Coll Med, Suwon, South Korea
Cho, Pyung Goo
Kim, Keung Nyun
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Yonsei Univ, Dept Neurosurg, Coll Med, Seoul, South Korea
Yonsei Univ, Severance Hosp, Spine & Spinal Cord Inst, Dept Neurosurg,Coll Med, Seoul, South KoreaAjou Univ, Dept Neurosurg, Coll Med, Suwon, South Korea
Kim, Keung Nyun
Kim, Sang Hyun
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Ajou Univ, Dept Neurosurg, Coll Med, Suwon, South Korea
Ajou Univ, Ajou Univ Hosp, Dept Neurosurg, Sch Med, 164 World cup ro, Suwon 16499, South KoreaAjou Univ, Dept Neurosurg, Coll Med, Suwon, South Korea
Kim, Sang Hyun
Shin, Dong Ah
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Yonsei Univ, Dept Neurosurg, Coll Med, Seoul, South Korea
Yonsei Univ, Severance Hosp, Spine & Spinal Cord Inst, Dept Neurosurg,Coll Med, Seoul, South Korea
Yonsei Univ, Severance Hosp, Spine & Spinal Cord Inst, Dept Neurosurg,Coll Med, 50-1 Yonsei Ro, Seoul, South KoreaAjou Univ, Dept Neurosurg, Coll Med, Suwon, South Korea
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Thomas Jefferson Univ, Sidney Kimmel Med Coll, Div Musculoskeletal Imaging & Intervent, Dept Radiol,Thomas Jefferson Univ Hosp, Philadelphia, PA 19107 USAThomas Jefferson Univ, Sidney Kimmel Med Coll, Div Musculoskeletal Imaging & Intervent, Dept Radiol,Thomas Jefferson Univ Hosp, Philadelphia, PA 19107 USA
Syed, Ali B.
Zoga, Adam C.
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Thomas Jefferson Univ, Sidney Kimmel Med Coll, Div Musculoskeletal Imaging & Intervent, Dept Radiol,Thomas Jefferson Univ Hosp, Philadelphia, PA 19107 USAThomas Jefferson Univ, Sidney Kimmel Med Coll, Div Musculoskeletal Imaging & Intervent, Dept Radiol,Thomas Jefferson Univ Hosp, Philadelphia, PA 19107 USA