Artificial intelligence for prediction of clinical response and therapeutic value in interventional pain management: a scoping review - Takeaways - MDSpire

Artificial intelligence for prediction of clinical response and therapeutic value in interventional pain management: a scoping review

  • By

  • Mariana González Garcés

  • Jerónimo Cárdenas Montoya

  • Valeria Concha Fernández

  • Mario Andrés Torres Torres

  • Erwin Hernando Hernández Rincón

  • July 2, 2026

  • 0 min

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  • 1

    Artificial intelligence is increasingly explored in interventional pain management to predict clinical outcomes and procedural risks.

  • 2

    A scoping review identified 25 studies applying AI techniques in areas like epidural injections and spinal cord stimulation.

  • 3

    Most studies were retrospective and primarily relied on internal validation, with limited external validation reported.

  • 4

    AI models examined patterns related to clinical response, durability of benefit, and opioid use trajectories.

  • 5

    Methodological heterogeneity and limited external validation restrict the interpretability and clinical transferability of findings.

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