Respiratory Screener — Custom SLM (SidLabs)
State-of-the-art custom Small Language Model for respiratory first-aid triage. Security-first, no public LLM.
Trained/validated with public datasets: Coswara, ICBHI 2017, COUGHVID (respiratory); HAM10000 (dermatology module).
By Sidhartha (Sid) Mitra
SidLabs Online LLP
🔒 SECURITY-FIRST CUSTOM SLM · NO PUBLIC LLM · PRIVATE PIPELINE READY
Age: 40–59 Sex: Male Smoker: No Fever: No Dyspnea: 6/10

Guided Capture

Signal Quality (SNR): --
Clipping: No · Quality: --

When the guided session completes and quality passes, click Analyze to see results.

Sidhartha (Sid) Mitra

Next Steps

Guidance by SidLabs prototype

Secure FHIR Data Exchange

Surgically posting de-identified data via HL7® FHIR® resources.

    Data fields shown are minimized and de-identified for demo.

    Sid's Digital Laboratory
    A SidLabs product for clinical-grade, privacy-first prototypes.
    Learn more • sidlabs.net
    © SidLabs Online LLP · Concept & Product: Sidhartha (Sid) Mitra · Prototype: SidLabs

    Simulated Backend Processing

      Analyzing 24 respiratory cycles... Skip animation

      Learn: FHIR® in Modern Digital Health

      What is FHIR?

      FHIR (Fast Healthcare Interoperability Resources) is a modern standard from HL7® that packages clinical data as modular “resources” (Patient, Observation, DiagnosticReport, etc.) and uses web-native formats (JSON) and APIs (REST) for secure exchange.

      Key idea: small, composable “resources” you can safely share across systems.

      Why FHIR matters

      Patient
      →
      Observation
      →
      DiagnosticReport
      →
      CarePlan

      Security & Privacy with FHIR

      FHIR encourages secure, minimal, purpose-bound data exchange. Typical deployments use OAuth2/OpenID Connect, scoped tokens, audit trails, and data minimization. This reduces exposure while keeping health data useful.

      HIPAA

      US rule set for PHI. FHIR supports auditability, access control, and minimum necessary principles.

      GDPR

      EU data protection. FHIR’s resource granularity helps implement purpose limitation, consent, and deletion flows.

      How Sid’s SLM works with FHIR

      FHIR Adoption Snapshot (Demo)

      FHIR usage by domain (demo) Labs EHRs Tele Payers FHIR Mix

      Charts are illustrative for the demo; replace with real analytics later.

      Learn more & next steps

      Want to integrate FHIR with a private, security-first SLM workflow? We can export FHIR Bundles, connect to your EHR sandbox, and pilot with governance controls.