Care Placement Assessment

Explore our AI model development process and datasets used for care placement predictions

📊 Training Results Comparison

🚀 Enhanced Model (v2.0)

Training Data: 100,000 records

Best Accuracy: 99.7%

Best Classifier: Gradient Boosting

XGBoost Accuracy: 99.6%

Average Accuracy: 91.4%

📊 Best Model Class Accuracies (Gradient Boosting)

🏠 Independent Living: 99.1%

🏡 Home Care: 100.0%

🤝 Assisted Living: 99.2%

🧠 Memory Care: 90.7%

📊 Original Model (v1.0)

Training Data: 15,000 records

Best Accuracy: 97.8%

Best Classifier: XGBoost

Gradient Boosting: 97.4%

Average Accuracy: 89.5%

📊 Best Model Class Accuracies (XGBoost)

🏠 Independent Living: 86.7%

🏡 Home Care: 99.9%

🤝 Assisted Living: 83.5%

🧠 Memory Care: 54.0%

📈 Key Improvements in v2.0

🏆 +1.9% Best Accuracy (99.7% vs 97.8%)

🤖 Gradient Boosting outperforms XGBoost

📊 +1.9% Average Accuracy Improvement

� +12.4% Independent Living (99.1% vs 86.7%)

🤝 +15.7% Assisted Living (99.2% vs 83.5%)

🧠 +36.7% Memory Care (90.7% vs 54.0%)

📈 6.7x More Training Data (100K vs 15K)

🏥 Care Placement Categories Explained

Our AI system predicts one of four evidence-based care placement categories, each designed to match specific levels of independence and care needs:

🏠

Independent Living

▼

Can live alone without formal care services

Characteristics:

Manages all daily activities independently
No regular assistance needed
Maintains own home or independent apartment
Drives or uses public transportation
Handles finances and medications independently

Typical Support:

Annual wellness checkups
Emergency contact systems
Community senior programs (optional)
Preventive home safety modifications

🏡

Home Care

▼

Needs professional care services at home

Characteristics:

Can remain safely at home with support
Needs help with specific daily tasks
May have mild cognitive or physical limitations
Benefits from medication management
Requires assistance with complex activities

Typical Services:

Home health aides (few hours to full-time)
Medication management and reminders
Meal preparation and housekeeping
Transportation to appointments
Personal care assistance (bathing, dressing)

🤝

Assisted Living

▼

Needs facility-based care with 24/7 support availability

Characteristics:

Requires structured, supervised environment
Needs assistance with multiple daily activities
Benefits from social interaction and activities
May have moderate cognitive or physical decline
Safety concerns if living alone

Facility Features:

Private or semi-private apartments
24/7 staff availability for assistance
Communal dining and social activities
Medication management and health monitoring
Transportation and housekeeping services

🧠

Memory Care

▼

Needs specialized dementia care with security measures

Characteristics:

Moderate to severe dementia or Alzheimer's
Wandering behavior or exit-seeking
Significant cognitive impairment
May exhibit behavioral symptoms
Requires constant supervision for safety

Specialized Care:

Secure, locked environment to prevent wandering
Specialized dementia care training for staff
Structured daily routines and activities
Behavioral management and therapeutic programs
Family education and support services

🎯 How Our AI Makes Predictions

Our machine learning models analyze 13 key factors including cognitive assessments (MMSE, MoCA), functional abilities (ADL, IADL), mobility, fall risk, social support, and medical history to predict the most appropriate care level. The enhanced model (v2.0) trained on 100,000 records provides highly accurate predictions with 99.7% overall accuracy.

🏥 Care Placement Assessment

🤖 Machine Learning Outcomes

📊 Training Results Comparison

🚀 Enhanced Model (v2.0)

📊 Best Model Class Accuracies (Gradient Boosting)

📊 Original Model (v1.0)

📊 Best Model Class Accuracies (XGBoost)

📈 Key Improvements in v2.0

🏥 Care Placement Categories Explained

Independent Living

Characteristics:

Typical Support:

Home Care

Characteristics:

Typical Services:

Assisted Living

Characteristics:

Facility Features:

Memory Care

Characteristics:

Specialized Care:

🎯 How Our AI Makes Predictions

🚀 Enhanced Model (v2.0) - 100K Records

📊 Original Model (v1.0) - 15K Records