Layveer HCI Monitor (Android App)

Layveer HCI Monitor is a specialized application designed for observing, analyzing, and understanding human–computer interaction patterns in real time. It enables users to explore how individuals interact with digital interfaces through behavioral signals, interaction timing, and performance-related indicators in non-medical contexts.

The app focuses on interaction behavior, usage dynamics, and system engagement patterns, providing valuable insights for researchers, developers, analysts, and advanced users interested in performance observation and interaction analytics.

Download Now

Download LMD App v2.0

Objective
Assist surgeon in achieving Critical View of Safety (CVS) and avoiding bile duct injury
Key AI Monitoring Targets
1. Calot’s Triangle Dissection
* Detect unsafe dissection planes
* Identify unclear anatomy
Alert:
Unsafe dissection zone
2. Critical View of Safety (CVS)
AI checks:
* Only 2 structures entering gallbladder
* Lower GB separated from liver bed
* Hepatocystic triangle cleared
Output:
✔ CVS Achieved
or
⚠ CVS Incomplete
3. Instrument-Tissue Interaction
Monitor:
* Excess traction
*Incorrect angle of dissection
* Blind clipping
Alerts:
Excessive traction
Blind clipping risk
4. Bleeding / Field Distortion
Detect:
* Sudden visual noise
* Obscured anatomy
Alert:
Visual field compromised
5. Clip Placement Validation (Future)
* Ensure clips placed on:
*Cystic duct
*Cystic artery
Prevent:
CBD misidentification
Risk Score Logic (Concept)
Based on:
* Stability of dissection
* Clarity of anatomy
* Instrument behavior
* Time in unsafe zone
ERIF / Reflexive Layer
Detects hesitation / cognitive overload
* Identifies pattern deviation
* Suggests corrective awareness
Clinical Impact
* Prevents bile duct injury
* Standardizes safe dissection
* Supports junior surgeons
* Acts as real-time second observer
ONE-LINE SUMMARY
“LMD™ transforms laparoscopic surgery from visual execution to reflexive, AI-guided precision.”

Download Now