THE INTEGRATION OF ARTIFICIAL INTELLIGENCE IN SPINAL CARE ASSESSMENT AND SURGERY: A COMPREHENSIVE NARRATIVE REVIEW

Makaleler > Derleme · 2026

Yazarlar: Anıl Murat ÖZTÜRK, Cemre AYDIN, ONUR SÜER, ERHAN SESLİ, ÖMER AKÇALI, EMİN ALICI

Journal of Turkish Spinal Surgery, Diğer Kurumların Hakemli Dergileri, Uluslararası, Scopus, 2026, cilt 37, ss 49-59

DOI: 10.4274/jtss.galenos.2026.06078

Özet

<p>Artificial&nbsp;intelligence&nbsp;(AI)&nbsp;and&nbsp;machine&nbsp;learning&nbsp;(ML)&nbsp;are&nbsp;driving&nbsp;a&nbsp;paradigm&nbsp;shift&nbsp;in&nbsp;spine&nbsp;surgery,&nbsp;augmenting&nbsp;surgical&nbsp;decision-making&nbsp;with&nbsp;data-driven&nbsp;insights.&nbsp;This&nbsp;review&nbsp;synthesizes&nbsp;the&nbsp;current&nbsp;landscape&nbsp;of&nbsp;AI&nbsp;applications&nbsp;across&nbsp;the&nbsp;surgical&nbsp;care&nbsp;continuum&nbsp;and&nbsp;evaluates&nbsp;its&nbsp;potential&nbsp;to&nbsp;enhance&nbsp;precision,&nbsp;personalization,&nbsp;and&nbsp;value.&nbsp;A&nbsp;narrative&nbsp;review&nbsp;was&nbsp;conducted&nbsp;through&nbsp;a&nbsp;critical&nbsp;analysis&nbsp;of&nbsp;contemporary&nbsp;literature,&nbsp;including&nbsp;original&nbsp;research,&nbsp;systematic&nbsp;reviews,&nbsp;and&nbsp;editorials&nbsp;from&nbsp;high-impact&nbsp;orthopaedic&nbsp;and&nbsp;spine&nbsp;surgery&nbsp;journals.&nbsp;Key&nbsp;themes&nbsp;were&nbsp;identified&nbsp;and&nbsp;organized&nbsp;to&nbsp;provide&nbsp;a&nbsp;coherent&nbsp;overview&nbsp;of&nbsp;AI’s&nbsp;role&nbsp;in&nbsp;preoperative&nbsp;planning,&nbsp;intraoperative&nbsp;execution,&nbsp;and&nbsp;postoperative&nbsp;economics.&nbsp;AI&nbsp;demonstrates&nbsp;significant&nbsp;utility&nbsp;in&nbsp;automating&nbsp;spinal&nbsp;imaging&nbsp;analysis,&nbsp;with&nbsp;convolutional&nbsp;neural&nbsp;networks&nbsp;enabling&nbsp;rapid&nbsp;vertebral&nbsp;segmentation&nbsp;and&nbsp;accurate&nbsp;measurement&nbsp;of&nbsp;alignment&nbsp;parameters.&nbsp;Predictive&nbsp;ML&nbsp;models&nbsp;excel&nbsp;in&nbsp;forecasting&nbsp;individualized&nbsp;patient&nbsp;risks,&nbsp;with&nbsp;specific&nbsp;algorithms&nbsp;outperforming&nbsp;surgeons&nbsp;in&nbsp;predicting&nbsp;complications&nbsp;and&nbsp;long-term&nbsp;outcomes.&nbsp;Intraoperatively,&nbsp;AIdriven&nbsp;navigation&nbsp;and&nbsp;robotic&nbsp;systems&nbsp;achieve&nbsp;a&nbsp;pedicle&nbsp;screw&nbsp;placement&nbsp;accuracy&nbsp;exceeding&nbsp;94%&nbsp;while&nbsp;reducing&nbsp;radiation&nbsp;exposure.&nbsp;Furthermore,&nbsp;AI&nbsp;applications&nbsp;are&nbsp;emerging&nbsp;in&nbsp;health&nbsp;economics,&nbsp;effectively&nbsp;predicting&nbsp;costs&nbsp;and&nbsp;automating&nbsp;administrative&nbsp;tasks.&nbsp;Despite&nbsp;this,&nbsp;various&nbsp;challenges&nbsp;continue&nbsp;to&nbsp;hinder&nbsp;progress,&nbsp;notably&nbsp;the&nbsp;black-box&nbsp;nature&nbsp;of&nbsp;algorithms,&nbsp;data&nbsp;bias,&nbsp;ethical&nbsp;dilemmas,&nbsp;and&nbsp;barriers&nbsp;to&nbsp;clinical&nbsp;adoption.&nbsp;The&nbsp;available&nbsp;evidence&nbsp;positions&nbsp;AI&nbsp;not&nbsp;as&nbsp;a&nbsp;proven&nbsp;superior&nbsp;alternative,&nbsp;but&nbsp;as&nbsp;a&nbsp;promising&nbsp;adjunct&nbsp;with&nbsp;proof-of-concept&nbsp;applications&nbsp;across&nbsp;the&nbsp;spine&nbsp;care&nbsp;continuum.&nbsp;AI&nbsp;serves&nbsp;as&nbsp;a&nbsp;powerful&nbsp;adjunctive&nbsp;tool&nbsp;in&nbsp;spine&nbsp;surgery,&nbsp;promising&nbsp;to&nbsp;enhance&nbsp;procedural&nbsp;precision,&nbsp;personalize&nbsp;patient&nbsp;care,&nbsp;and&nbsp;improve&nbsp;economic&nbsp;efficiency.&nbsp;While&nbsp;limitations&nbsp;regarding&nbsp;transparency,&nbsp;data&nbsp;diversity,&nbsp;and&nbsp;ethical&nbsp;frameworks&nbsp;must&nbsp;be&nbsp;addressed,&nbsp;the&nbsp;ongoing&nbsp;development&nbsp;of&nbsp;explainable&nbsp;AI&nbsp;and&nbsp;robust&nbsp;datasets&nbsp;indicates&nbsp;a&nbsp;transformative&nbsp;future&nbsp;for&nbsp;spinal&nbsp;surgical&nbsp;practice.&nbsp;To&nbsp;ensure&nbsp;safe&nbsp;and&nbsp;equitable&nbsp;adoption,&nbsp;the&nbsp;next&nbsp;steps&nbsp;require&nbsp;prospective&nbsp;multicenter&nbsp;validation,&nbsp;active&nbsp;surgeon&nbsp;participation&nbsp;in&nbsp;governance&nbsp;and&nbsp;education,&nbsp;and&nbsp;global&nbsp;collaborations&nbsp;to&nbsp;develop&nbsp;diverse&nbsp;datasets.</p>

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