Factors associated with unmet psychological care needs and development of a Neuman systems model-based risk prediction model in patients with hepatocellular carcinoma - Takeaways - MDSpire

Factors associated with unmet psychological care needs and development of a Neuman systems model-based risk prediction model in patients with hepatocellular carcinoma

  • By

  • Tong Wu

  • Qian Xu

  • Mugen Zhang

  • July 10, 2026

  • 0 min

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  • 1

    Unmet psychological care needs were identified in 59.4% of hepatocellular carcinoma patients within 24–48 hours of admission.

  • 2

    Factors associated with unmet psychological care needs included pain, sleep disturbance, depressive and anxiety symptoms, and poor family support.

  • 3

    The study developed a risk prediction model using the Neuman Systems Model, incorporating multiple stressor categories.

  • 4

    The nomogram demonstrated good predictive performance with AUCs of 0.851 in the training set and 0.829 in the validation set.

  • 5

    Independent external validation of the nomogram is necessary before its routine clinical implementation.

Original Source(s)

Factors associated with unmet psychological care needs and development of a Neuman systems model-based risk prediction model in patients with hepatocellular carcinoma

  • by Tong Wu, Qian Xu, Mugen Zhang

  • July 10, 2026

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