LOC // ODISHA, IND

NET // SECURE

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PUBLISHED RELEASES

VitalX Core V1 Logo
RELEASEDVERSION 1.0.0

ASTROVITAL AIVITALX CORE V1

The first implemented generation establishing the software and architectural foundation for autonomous clinical decision support in deep-space environments.

// CORE ABSTRACT

ASTROVITAL AI explores an onboard intelligent Clinical Decision Support System designed for deep-space human missions. Instead of depending entirely on Earth-based medical intervention, the system introduces a layer of medical intelligence directly within the spacecraft environment. It prioritizes explainability, structured recommendations, confidence awareness, and human oversight to bring critical intelligence closer to the astronaut when Earth cannot respond immediately.

SYSTEM ARCHITECTURE / WORKFLOW

╔════════════════════════════════════════════════════════════════════╗
║              VITALX CORE V1 — PIPELINE ARCHITECTURE                ║
╠════════════════════════════════════════════════════════════════════╣
║                                                                    ║
║   [ RAW SENSOR INPUT ]                                             ║
║   9 physiological parameters · radiation-corrupted · noisy         ║
║          │                                                         ║
║          ▼                                                         ║
║   ┌─────────────────────────────────────────────┐                  ║
║   │  INNOVATION 3 — SENSOR DRIFT CORRECTION     │                  ║
║   │  Multivariate Regression + Random Forest    │                  ║
║   │  R² = 0.823 · MAE improvement = 9.23%       │                  ║
║   └─────────────────────────────────────────────┘                  ║
║          │                                                         ║
║          ▼  [ CLEAN SIGNAL ]                                       ║
║   ┌─────────────────────────────────────────────┐                  ║
║   │  INNOVATION 6 — BIOMARKER DISCOVERY         │                  ║
║   │  Random Forest Feature Importance           │                  ║
║   │  14 features → ranked biomarker profile     │                  ║
║   │  CV Mean Score > 0.83                       │                  ║
║   └─────────────────────────────────────────────┘                  ║
║          │                                                         ║
║          ▼  [ RANKED BIOMARKERS + THRESHOLDS ]                     ║
║   ┌─────────────────────────────────────────────┐                  ║
║   │  INNOVATION 1 — EDGE CDSS                   │                  ║
║   │  Random Forest · 200 trees                  │                  ║
║   │  Decision Tree explainer · depth 5          │                  ║
║   │  SMOTE · Threshold 0.27                     │                  ║
║   │  Accuracy 85.25% · RED Recall 75.86%        │                  ║
║   └─────────────────────────────────────────────┘                  ║
║          │                                                         ║
║          ▼                                                         ║
║   🟢 GREEN — Nominal     🟡 YELLOW — Advisory    🔴 RED — Critical ║
║                                                                    ║
║   ✦ Zero cloud dependency  ✦ Zero Earth connection required        ║
║   ✦ Full explainability    ✦ CMO override protocol active          ║
║                                                                    ║
╚════════════════════════════════════════════════════════════════════╝

KEY FEATURES

Edge-Deployed White-Box CDSS

Transparent IF/THEN rules for astronaut-auditable decision paths.

Multi-Level Intelligence

Capabilities spanning monitoring, detection, assessment, and support.

Open-Source Aerospace

Built with a Python/C++ foundation transitioning research into applied code.

2012Concept Origins
V1Flagship Release
Suggested Citation FormatASTROVITAL AI — VITALX CORE V1, 2026.
[Independent Open-Source Publication]
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