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Ying Han

Shandong Provincial Hospital

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SEP 9, 2026 · JOURNAL ARTICLE

A multi-dimensional model for predicting opioid response in chronic pain

European Journal of Medical Research

A single-centre retrospective model study with internal validation showing acceptable discrimination (AUC 0.706–0.799) in a modest sample, but requiring prospective multi-centre validation before clinical implementation.

PromisingYan Zhao Gastrointestinal Motility and Disorders Ying Han

Reported

Overall inadequate response rate40.00% (144/360)

Training set inadequate response…40.08% (101/252)

Validation set inadequate respons…39.81% (43/108)

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