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Three generations of mortality prediction models: accuracy for outcome prediction in the critically ill obstetric patient
Critical Care volume 10, Article number: P400 (2006)
Mortality prediction models (MPM) [1–3] are generalistic severity of illness scoring systems. No score is computed, and a logistic regression equation directly provides a probability of hospital mortality. Three generations of MPM scores are already available, and assess mortality at admission to the ICU (first hour).
To determine the accuracy of the different MPM systems in the critically ill obstetric patient.
Patients and methods
Prospective data collection of the parameters to calculate MPM1-H0 and MPM2-H0 [1, 2], and retrospective chart review of one of two additional parameters necessary to calculate MPM3-H0  from the MPM2-H0 score . Study period: January 1996–December 2003. Inclusion criteria: all obstetric patients hospitalized in a multidisciplinary ICU and with a length of stay >1 hour. Exclusion criteria: same as those published in the original references [1, 2].
Performances of the three systems were compared, using the area under the receiver–operator characteristic curve (AUROC) to assess the discriminatory power and the Hosmer–Lemeshow (HL) goodness-of-fit test for calibration. Data was computed on R version 2.1. P < 0.05 was considered significant.
See Table 1.
Discussion and conclusion
There is no significant difference in the performances of MPM2 and MPM3. They are clearly better than the oldest model. The two new parameters included in the MPM3 did not significantly influence the performance of the system. Many reasons could explain these findings: when computing the MPM3 system, addition of a 'zero–factor' term  for patients with no risk factors other than age does not improve model performance in our population, because our database is composed of young woman issued from a homogeneous case mix. The fact that the 'Full Code' factor was assessed retrospectively and that we deal with young pregnant patients where very few Do Not Resuscitate orders were given explains that this parameter got little influence. We can conclude that MPM1 is outdated, and MPM3 tends to be better than the previous version without having a statistically significant difference. Adding known prognostic factors not included in MPM systems could have enhanced performances of MPM3 in our particular case mix.
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Haddad, Z., Kaddour, C. Three generations of mortality prediction models: accuracy for outcome prediction in the critically ill obstetric patient. Crit Care 10 (Suppl 1), P400 (2006). https://doi.org/10.1186/cc4747
- Hospital Mortality
- Discriminatory Power
- Retrospective Chart Review
- Pregnant Patient
- Prospective Data