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Influencing factors of the duration of stress hyperglycemia in patients with acute pancreatitis and the construction of its prediction model
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Xuejian WANG, Xueru CHEN, Nana TANG
Chinese Nursing Research | 2026, 40(8) : 1265 - 1273
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Chinese Nursing Research | 2026, 40(8): 1265-1273
• Original Articles •
Influencing factors of the duration of stress hyperglycemia in patients with acute pancreatitis and the construction of its prediction model
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Xuejian WANG, Xueru CHEN, Nana TANG
Affiliations
  • 1Suqian Hospital of Jiangsu Provincial People's Hospital(Suqian First People's Hospital), Jiangsu 223800 China
Published: 2026-04-25 doi: 10.12102/j.issn.1009-6493.2026.08.004
Outline
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Objective

To analyze the influencing factors of the duration of stress hyperglycemia in patients with acute pancreatitis,and to construct its predictive model.

Methods

By using the convenience sampling method,a total of 206 patients with acute pancreatitis admitted to Suqian Hospital of Jiangsu Provincial People's Hospital from March 2022 to November 2024 were selected as the research subjects.The clinical data of the patients were collected.They were divided into the stress hyperglycemia≥48 hours group and the stress hyperglycemia<48 hours group according to the duration.Univariate and multivariate Logistic regression analysis were used to explore the influencing factors of the duration of stress hyperglycemia in patients.A risk prediction model for stress hyperglycemia of patients ≥48 hours was constructed based on the decision tree algorithm.The predictive efficacy of the Logistic regression model and the decision tree model was evaluated by using the receiver operating characteristic curve(ROC).

Results

Among 206 patients with acute pancreatitis,41 cases(19.90%) had stress hyperglycemia for ≥48 hours.There were statistically significant differences in hypertension,admission blood glucose level,Acute Physiology and Chronic Health EvaluationⅡ(APACHEⅡ) scores,systemic inflammatory response syndrome(SIRS),pain,and nutritional risk between the stress hyperglycemia ≥48 hours group and the stress hyperglycemia <48 hours group(P<0.05).Multivariate Logistic regression analysis showed that the patients' admission blood glucose level,APACHEⅡ scores,SIRS,pain,and nutritional risk were the influencing factors of stress hyperglycemia ≥48 hours in patients with acute pancreatitis(P<0.05).The decision tree model screened out four influencing factors(pain,blood glucose level at admission,APACHEⅡ scores,and nutritional risk),with a prediction accuracy rate of 86.4%.The correlation between pain and stress hyperglycemia ≥48 hours in patients with acute pancreatitis was relatively stronger.When the pain score was >2 points,the admission blood glucose level was >13.07 mmol/L.The APACHEⅡ score was >7.The risk probability of stress hyperglycemia ≥48 hours in patients with acute pancreatitis was the highest(88.2%).The area under curve(AUC) of the Logistic regression model was 0.824,with a sensitivity of 82.9% and a specificity of 68.5%.The AUC predicted by the decision tree model was 0.828,with a sensitivity of 78.0% and a specificity of 77.6%.There was no statistically significant difference in terms of the predictive efficacy between the two models(Z=0.075,P=0.940).

Conclusions

The duration of stress hyperglycemia in patients with acute pancreatitis was influenced by multiple factors.Both the decision tree model and the Logistic regression model have good predictive value.However,the decision tree model demonstrates the interactive influence of various factors.Therefore,the two models could be used in combination to promote the targeted and specific natures of nursing intervention strategies from different levels.

acute pancreatitis  /  stress hyperglycemia  /  duration  /  influencing factors  /  decision tree  /  predictive model
王雪健, 陈雪茹, 汤娜娜. 急性胰腺炎病人应激性高血糖持续时间的影响因素及其预测模型的构建. 护理研究, 2026 , 40 (8) : 1265 -1273 . DOI: 10.12102/j.issn.1009-6493.2026.08.004
Xuejian WANG, Xueru CHEN, Nana TANG. Influencing factors of the duration of stress hyperglycemia in patients with acute pancreatitis and the construction of its prediction model[J]. Chinese Nursing Research, 2026 , 40 (8) : 1265 -1273 . DOI: 10.12102/j.issn.1009-6493.2026.08.004
Year 2026 volume 40 Issue 8
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doi: 10.12102/j.issn.1009-6493.2026.08.004
  • Receive Date:2025-05-06
  • Online Date:2026-10-28
  • Published:2026-04-25
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History
  • Received:2025-05-06
  • Revised:2026-03-23
Affiliations
    1Suqian Hospital of Jiangsu Provincial People's Hospital(Suqian First People's Hospital), Jiangsu 223800 China

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WANG Xuejian, E-mail:
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表12种不同金属材料的力学参数
科
Family
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Number of
genus
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Number of
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Percentage of total
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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