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Prognostic Engine

Explore My Prognostics Engine

What Can Kyla Predict?

Health Conditions

Prognostics Engine uses probabilistic models for understanding personalized health of the patient. This is achieved by modeling a large number of medical conditions and interactions between them in the form of risk factors, shared symptoms and lab tests.

The engine calculates personalized probability of each modeled condition based on patient information. In this way, the risk engine creates a ranked list of conditions sorted by the personalized likelihood of having that condition and condition severity.
Health Conditions

Risk Factors

Assessment of personalized risk for a patient is based on patient information that we call evidence or Risk Factors. The Risk Factors consist of basic facts such as sex and age, but may also include observations on lifestyle, biometrics, socio-economic information, medical history, symptoms, vitals, blood results and DNA sequencing.

Prognostics Engine generates a ranked list of risk factors sorted by the influence of those factors on the patient's health.
Risk Factors

Health Score

The Health Score (HS) a metric used to provide an idea of the overall health of a person. The HS concept was originally inspired by the idea of the credit score. The number ranges from 0 to 1000. The low values (typically in the range of 100-300) indicate very poor health with some serious underlying medical conditions, while high values (typically in the range of 600-900) indicate a person of good health. The number is sensitive to the age - young people of good health are expected to have HS in the range of high 800s, while individuals of good health of age 80 are expected to have HS values in the 600s.

Health Score

Lifetime

The Engine can also predict a patient's remaining lifespan by analyzing large amounts of data and identifying patterns that are associated with mortality risk. Some of the factors considered when predicting include: medical history, vital signs, lifestyle factors, genetic factors, social determinants of health and the Health Score.

By analyzing these and other factors, the Prognostics Engine can create a mortality risk score for a patient, which can provide insights into their expected lifetime. It is important to note that mortality predictions are not 100% accurate, and that there are many factors that can impact a patient's lifetime, including lifestyle changes and medical advancements. However, the Prognostics Engine can provide valuable insights into mortality risk, which can inform healthcare decisions and improve patient outcomes.
Lifetime

What are the Benefits?

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Early Diagnosis

Prognostic Engine assists in early diagnosis by modeling the probabilistic relationships between symptoms, risk factors, and diseases to aid in understanding complex disease interactions and dependencies. By integrating diverse data sources, it provides a structured approach to reason under uncertainty, update disease probability with new evidence, and thus help clinicians make informed diagnostic decisions.

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Personalized Treatment

Prognostic Engine can help healthcare providers tailor treatment plans to individual patients based on their unique characteristics and medical history. This can lead to more effective treatment and better patient outcomes.

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Improved Patient Monitoring

Prognostic Engine can continuously monitor patients and alert healthcare providers if there are any changes in their health status. This can help detect complications or other issues early, allowing for prompt intervention and treatment.

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Reduced Healthcare Costs

Prognostic Engine can help healthcare providers work more efficiently by reducing the time and resources required for diagnosis and treatment. This can free up resources to focus on other areas of patient care, leading to better overall outcomes.

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Increased Efficiency

Prognostic Engine can help healthcare providers work more efficiently by reducing the time and resources required for diagnosis and treatment. This can free up resources to focus on other areas of patient care, leading to better overall outcomes.

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Real-time Feedback

Prognostic Engine can continuously monitor patient health and provide real-time feedback to both patients and healthcare providers. This can help patients understand how their behaviors and choices impact their health and encourage them to make healthier choices.

Transform Your Practice Today

Transform the healthcare delivered by your organization to be more personalized, efficient, and effective with Kyla API.

Kyla API

Engineered to Meet the Most Challenging Needs

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