Evidence map›Paper›PMID 41169841›Full record

ArticleNigerian medical journal : journal of the Nigeria Medical Association

A Composite Risk Scoring Model for Predicting Adverse Perinatal Outcomes in Patients with Pre-Eclampsia- A Pilot Study.

Meenakshi Gothwal, Adhibha Babu, Pratibha Singh, Garima Yadav, Swati Asati, Anubhav Gupta

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Article in Nigerian medical journal : journal of the Nigeria Medical Association. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Meenakshi GothwalDepartment of Obstetrics & Gynecology, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India.
Adhibha BabuDepartment of Obstetrics & Gynecology, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India.
Pratibha SinghDepartment of Obstetrics & Gynecology, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India.
Garima YadavDepartment of Obstetrics & Gynecology, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India.
Swati AsatiDepartment of Obstetrics & Gynecology, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India.
Anubhav GuptaDepartment of Obstetrics & Gynecology, All India Institute of Medical Sciences, Jodhpur, Rajasthan, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Accurate early identification of pregnancies at high risk for adverse fetal outcomes (small-for-gestational-age [SGA], preterm birth, stillbirth) enables targeted interventions. The study aims to pilot the development and internal validation of a point-based Fetal Risk Score (rFRS₅) incorporating ten routine maternal parameters, and to compare its performance against a simpler four-item score (FRS red). Methodology: In this single-centre, retrospective cohort study of 118 pregnant women, we assigned points based on clinically meaningful ranges for age, parity, BMI, blood pressure, 24-hour proteinuria, haemoglobin, platelets, ALT, AST, and LDH. We computed rFRS₅ (0-19 points) and FRS_red (0-6 points). Discrimination was assessed using the ROC AUC (5-fold cross-validation), and calibration was evaluated using the Brier score and calibration curves. Optimal thresholds were determined by sensitivity/specificity trade-offs. Variables for score development were selected a priori based on clinical relevance and published evidence. Internal validation was performed using five-fold cross-validation and calibration methods. Result: rFRS₅ achieved ROC AUC 0.80 and Brier score 0.219; FRS red achieved ROC AUC 0.82 and Brier score 0.220. For rule-out (sensitivity 100 %), rFRS₅ < 2 and FRS red < 2 both provided NPV 100 %. For rule-in, FRS red ≥ 6 yielded specificity 94 % and PPV 50 %, outperforming rFRS₅ (specificity 68 %, PPV 40 %). Conclusion: In this pilot study, both scores effectively stratify fetal risk, with the simpler FRS red offering superior rule-in performance in resource-limited settings. Larger, prospective studies are warranted to confirm these findings.

Indexed as

Antenatal ScreeningClinical UtilityPregnancyRed Cell AlloimmunizationRisk Prediction ModelTRIPOD

Identifiers

PMID41169841
PMCPMC12571370

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.