Development and validation of a predictive model for forceps delivery risk in term singleton primiparas for early identification and labor management optimization - Summary - MDSpire

Development and validation of a predictive model for forceps delivery risk in term singleton primiparas for early identification and labor management optimization

  • By

  • Fengchao Wan

  • Xiaoqin Chen

  • Xiaojing Song

  • Xue Mei

  • Qi Shi

  • June 19, 2026

  • 0 min

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Objective:

To establish and validate a predictive model for forceps-assisted delivery in term singleton primiparas during the early second stage of labor.

Approach:
    Key Findings:
    • Independent risk factors for forceps delivery included pre-delivery BMI ≥ 28 kg/m2, fetal abdominal circumference ≥ 340 mm, grade II or III meconium-stained fluid, non-occipital anterior fetal position, and active phase duration ≥ 120 min.
    • The predictive model achieved an AUC of 0.775 (95% CI: 0.741–0.810), with a sensitivity of 0.688 and specificity of 0.725.
    • The model demonstrated acceptable calibration and provided a net benefit over the treat-all strategy for threshold probabilities up to 0.35.
    Interpretation:

    The proposed model enables early risk stratification for forceps delivery in term singleton primiparas, supporting anticipatory intrapartum planning.

    Limitations:
    • The study is retrospective and may be subject to biases inherent in such designs.
    • Further prospective, multicenter external validation is warranted to determine the model's real-world clinical impact and generalizability.
    Conclusion:

    The model aids in the early identification of high-risk cases for forceps delivery.

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