Fractured brain being analyzed by a doctor.

IMPACT Model: Can It Predict TBI Outcomes for Your Loved One?

"Exploring the Use and Misuse of Prognostic Models in Traumatic Brain Injury (TBI) Care"


When a loved one suffers a traumatic brain injury (TBI), families face agonizing decisions about their care. Doctors often rely on their experience to estimate a patient's long-term prognosis. But what if there was a tool to help? The IMPACT model is a widely-used tool intended to predict outcomes in TBI cases.

However, a recent study reveals a significant gap between the IMPACT model's intended use and how doctors actually apply it in clinical practice. Many express concerns about its accuracy and applicability to individual patients.

This article dives into the findings of this study, exploring the perceptions of physicians regarding the IMPACT model, its potential benefits, and the reasons why many are hesitant to rely on it when communicating with families.

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Recent U.S. TBI Figures

The CDC reports approximately 214,110 TBI-related hospitalizations in 2020 and 68,663 TBI-related deaths in 2023. A separate CDC facts page reports more than 69,000 TBI-related deaths in the United States in 2021. These figures cover different years, so they describe the scale of TBI rather than a direct year-to-year comparison.

The IMPACT Model: A Research Tool or Bedside Guide?

Fractured brain being analyzed by a doctor.

The study, which involved interviews with 20 attending physicians across various specialties (neurosurgery, neurocritical care, trauma surgery, and palliative care), found that only 60% were even aware of the IMPACT model. Among those, even fewer used it consistently to determine a patient's prognosis.

A major concern voiced by physicians was that the IMPACT model, and similar outcome scores, are primarily research tools. They were designed to inform clinical trial design, not to dictate treatment decisions for individual patients at the bedside. Applying population-based data to a single person's unique circumstances raised ethical red flags for many.

  • Intended for Research: The IMPACT model was designed to analyze clinical trial data, not to make individual predictions.
  • Individual Factors Matter: The model doesn't account for unique patient characteristics.
  • Ethical Concerns: Applying group data to individual cases can be misleading.
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Challenges in Using Prognostic Models

A systematic review of prognostic models in acute neurologic care reports reservations about the limited selection of variables in source studies and the lack of standardized data collection across studies. A review of contemporary models and validation studies identifies concerns that have limited clinical use of the IMPACT calculator, including mistrust in its development data and the time required to gather inputs. It also reports concern that patients may misinterpret prognostic estimates. These findings describe practical and interpretive barriers to using model predictions in clinical decisions.

Prognostic Scores and Treatment Decisions

A qualitative study of physicians’ perceptions of the IMPACT model reports a finding about the ICH score: recommendations for treatment limitations were 60% higher when the score suggested no chance of functional independence. Recommendations were significantly lower when the ICH score suggested independence at 30 days. This result highlights how prognostic scores may be associated with treatment recommendations, but the snippet does not establish that the finding applies to IMPACT predictions.

Population Burden and Prognostic Research

A review reports that, in 2021, the United States had over 2 million TBI-related emergency department visits, 220,000 hospitalizations, and 64,000 deaths annually, citing CDC estimates. Separately, research using the US TRACK-TBI cohort examined the prognostic value of day-of-injury plasma GFAP and UCH-L1 concentrations for predicting functional recovery after TBI. These sources address different aspects of TBI—population-level burden and biomarker-based prognostic research—rather than providing a direct comparison of prediction models.

One physician stated, "I am always very scared when I hear of colleagues trying to use the IMPACT calculator or the CRASH calculator. These things were never designed for clinical decision making, they were designed to inform clinical trial design."

Finding a Balance: Using Data Wisely

While the IMPACT model has limitations, some physicians found it helpful in reducing variability in opinions among different specialists. In a complex and emotionally charged situation, having a common reference point can be valuable.

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Research and Long-Term Outcomes

A 2026 global overview describes TBI as a major public health challenge that contributes substantially to morbidity and mortality and carries a significant socioeconomic burden. A systematic review and meta-analysis focuses on long-term survival after TBI, cause-specific mortality, and factors influencing life expectancy among people with severe TBI compared with the general population. The provided sources identify ongoing attention to global burden and long-term outcomes, but do not specify particular future IMPACT-model developments.

However, the study also highlighted a significant concern: that presenting statistical probabilities to families can be misleading. Many physicians worried that families, already under immense stress, might misinterpret the numbers, clinging to false hope or making decisions based on incomplete information.

Ultimately, the study underscores the need for a balanced approach. Prognostic models like the IMPACT model can be useful tools, but they should never replace careful clinical judgment, consideration of individual patient factors, and open, honest communication with families. Further research and improved models are needed to provide more accurate and personalized predictions in TBI care.

What limits conclusions from the interviews

  • The authors caution that physicians’ reservations about IMPACT may not apply to other neurocritical-care models or models in other fields.[1]
  • The authors report reaching theme saturation after the interviews and describe the sample size as typical for qualitative interview research.[1]
  • The authors note that model inputs came from varied studies and trials, with differences in populations, study periods, and data quality; this constrained variable selection.[1]
  • The paper notes that direct prospective comparisons of IMPACT predictions with independent clinician judgments in critically ill TBI patients had not been published.[2]

A qualitative interview study of physicians' views on IMPACT

PopulationAttending physicians in neurosurgery, neurocritical care, trauma, and palliative care[2]
Sample size20 attending physicians[2]
Setting7 U.S. academic medical centers[2]
DurationAverage interview duration 37 minutes (range 19–65 minutes)[2]
Main outcomePhysicians’ perceptions and use of the IMPACT model and preferences for communicating prognostic information to families[2]
Times cited24[2]

How other evidence frames IMPACT and prognostic scores

A large Italian TBI database study found actual outcomes consistently better than IMPACT-predicted outcomes over its observation period; the paper offers possible explanations but says evidence for them is unclear.[1] [3]

About this Article -

Written with AI assistance from published research, and reviewed by the Mystum team. See our About page for more information.

This article is based on research published under:

DOI-LINK: 10.1177/2381468318757987, Alternate LINK

Title: Should We Use The Impact-Model For The Outcome Prognostication Of Tbi Patients? A Qualitative Study Assessing Physicians’ Perceptions

Subject: Public Health, Environmental and Occupational Health

Journal: MDM Policy & Practice

Publisher: SAGE Publications

Authors: Jesse Moskowitz, Thomas Quinn, Muhammad W. Khan, Lori Shutter, Robert Goldberg, Nananda Col, Kathleen M. Mazor, Susanne Muehlschlegel

Published: 2018-01-01

Everything You Need To Know

1

What is the IMPACT model?

The IMPACT model is a tool used by medical professionals to predict the outcomes of patients who have suffered a Traumatic Brain Injury (TBI). It is intended to aid in understanding the possible long-term effects of a TBI.

2

Why is the IMPACT model important?

The significance of the IMPACT model lies in its potential to provide a standardized approach to predicting outcomes in TBI cases. This is important because it could help reduce the variability in opinions among different specialists involved in a patient's care. However, the primary intention was to inform clinical trial design, not individual patient care.

3

What are the main limitations of the IMPACT model?

The primary limitation of the IMPACT model is its lack of consideration for individual patient factors. While the model uses data to determine outcomes, it was designed to analyze clinical trial data. Its use can raise ethical issues when applied to an individual patient due to the uniqueness of each case.

4

Why are doctors hesitant to use the IMPACT model?

Physicians are hesitant to rely on the IMPACT model because it was primarily designed for research purposes, not for making individual patient prognoses. They are concerned about the model's accuracy and applicability to individual patients, and that it does not take into account unique patient characteristics. Using population-based data to predict outcomes for a single person raises ethical concerns for many physicians.

5

How can the IMPACT model be helpful?

While not a primary goal of the IMPACT model, some physicians find it valuable in reducing the variability in opinions among specialists. In highly stressful situations, a common reference point, like the IMPACT model, can be helpful in discussions about a patient's care.

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