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Integrated Care Solutions (ICS)
AI-based readmission prediction service integrated into ICS’s clinical platform.
Savings during 3-month observation period
Drop in readmissions within 90 days of pilot rollout
Of flagged high-risk patients
Integrated Care Solutions (ICS) – Dubai-based digital health company focused on enhancing patient outcomes and care coordination.
Healthcare
Industry
Dubai
Location
AI Software Development, Predictive Analytics, MLOps & Model Deployment, Frontend & Backend Engineering
Services
$180,000
Budget
ICS needed an automated, explainable, and integrated solution to identify at-risk patients in real time and support personalized interventions.
See what we can do for youSolution
We developed and deployed an AI-based readmission prediction service integrated into ICS’s clinical platform. The system uses 6 years of patient history and real-time episode data to assign readmission risk scores at 3 stages of the care journey.
Let’s talk about what’s possible
To developed and deployed an AI-based readmission prediction service, Blackthorn AI applied a production-grade tech stack including:
Project duration
01-02 Weeks
Validated business objectives with clinical stakeholders, conducted high-level audit of available patient records, defined initial scope and KPIs for prediction accuracy and response time.
03-04 Weeks
Mapped data schemas across historical and real-time sources (EHR, episode data, notes), established secure access protocols, and ensured compliance with privacy and clinical data regulations.
05-06 Weeks
Performed in-depth data profiling, identified key predictors of readmission, handled imbalanced classes, and engineered structured + time-series features from up to 6 years of data.
07-08 Weeks
Developed and tuned predictive models using XGBoost and logistic regression, implemented logic to assign patients into three actionable risk categories based on outcome likelihood.
09-10 Weeks
Benchmarked model performance (accuracy, precision, recall), tested outputs with ICS care teams, and built early explainability features for nurse-facing decisions.
11–13 Weeks
Deployed models in a containerized pipeline (CI/CD), designed a standalone prediction API with retraining triggers, enabled secure integration into ICS backend and web dashboard.
14–16 Weeks
Integrated model output into production frontend, finalized UX for nurses and clinicians, automated model training with new data, and released live MVP for evaluation across active patient flows.
Team Size
Delivering Impact
Beyond the values already highlighted, there’s even more to discover. Our commitment to innovation, client success, and impactful results sets us apart
Book a Meeting32%
DropIn readmissions within 90 days of pilot rollout
$8M
SavingsDuring 3-month observation period
84%
Of flagged high-risk patientsActually readmitted – enabling targeted care
