Performance of the pediatric index of mortality (PIM-3) in a Moroccan PICU: challenges in resource-limited settings

Imad Daoudi1, Djoudline Doughmi2, Said Benlamkaddem2

  • 1Hassan II University Hospital, Mother-Child ICU, Fez, Morocco. dr.imad.daoudi@gmail.com.

PubMed

Insights

The Pediatric Index of Mortality-3 (PIM-3) score showed good predictive discrimination but poor calibration in a Moroccan pediatric intensive care unit (PICU), significantly underestimating patient mortality. Local recalibration or machine learning adaptations are recommended for LMIC settings.

Area of Science:

  • Pediatric critical care medicine
  • Health outcomes research
  • International health

Background:

  • The Pediatric Index of Mortality-3 (PIM-3) is a widely used prognostic score for pediatric intensive care unit (PICU) mortality risk, primarily developed in high-resource settings.
  • External validations of PIM-3 often demonstrate good discrimination but variable calibration, with potential under- or overestimation in low- and middle-income countries (LMICs) due to differences in patient populations, care processes, and resource availability.

Purpose of the Study:

  • To evaluate the predictive performance of the PIM-3 score in a Moroccan PICU.
  • To explore associations between PIM-3 scores and intensive care unit (ICU) length of stay (LOS) and duration of mechanical ventilation (MV) as secondary outcomes.

Main Methods:

  • A prospective cohort study was conducted in a Mother-Child PICU in Fez, Morocco, including 122 children aged 1 month to 16 years.
  • PIM-3 variables were collected at admission. Model performance was assessed using discrimination (AUROC, AUPRC) and calibration (Hosmer-Lemeshow), alongside the standardized mortality ratio (SMR).
  • Univariable and multivariable regressions analyzed mortality correlates, LOS, and MV duration.

Main Results:

  • Observed mortality was 28.7%, substantially exceeding PIM-3 predictions, indicated by a high SMR of 7.7 (p < 0.001).
  • PIM-3 demonstrated good discrimination (AUROC = 0.86, AUPRC = 0.65) but poor calibration.
  • Higher PIM-3 scores, lower Glasgow Coma Scale (GCS), multiple organ failures, and the need for MV were associated with increased mortality. MV use prolonged ICU stay, and organ failures extended ventilation duration.

Conclusions:

  • The PIM-3 score underestimated mortality in this Moroccan PICU setting, despite good discrimination, highlighting calibration issues.
  • Findings suggest the need for local recalibration of PIM-3 and exploration of machine learning-based adaptations for improved accuracy in LMICs.

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