CJAi - Federal Sentencing Intelligence

🤖 ML Predictions: ±0.45 Months MAE | R² = 0.9978

Advanced sentence prediction using USSG guidelines and historical patterns

🏆 Enhanced ML Model - 97.8% Accuracy Within ±3 Months

✅ 5-Model Ensemble
✅ USSG-Normalized Data
✅ 15,411 Cases Analyzed
✅ Real-Time Predictions
299,558
📄 Total Documents
3,148
⚖️ Judicial Analytics
14
👨‍⚖️ Unique Judges
3,192
🎵 Audio Files

🎯 USSG Analytics

Historical normalization across 2014-2025 guideline changes with era-specific analysis.

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⚖️ Judicial Intelligence

Advanced behavioral patterns and consistency analysis for 14 judges.

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🤖 ML Predictions

State-of-the-art sentence predictions with ±0.45 months accuracy using 5-model ensemble.

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📅 USSG Era Timeline

Pre-Drug Reform

2010-2014
Factor: 1.0

Post-Drug Reform

2014-2016
Factor: 0.85

Career Offender Era

2016-2019
Factor: 0.9

First Step Act

2019-2022
Factor: 0.8

Modern Era

2023-Present
Factor: 0.75

System Status

🟢 Database Connected: Active

🟢 USSG Integration: Active

🟢 ML Predictions: Ready

🟢 Texas Western District: Operational

🚀 Recent Achievements

✅ Phase 3: ML Prediction Engine Complete

✅ USSG Historical Normalization Deployed

✅ Production Platform on mvconsult.ai

🎯 Ready for Multi-Jurisdiction Expansion