Population Health Screening & Sequential Triage Platform
The Clinical Mandate: Comprehensive Detection Meets Clinical Precision
In pediatric healthcare, capturing developmental and physiological red flags early is critical to successful intervention. The SKIDS platform achieves this through a dual-layered architecture designed for both speed and diagnostic integrity. First, our non-invasive, high-throughput hardware acts as an ultra-sensitive triage net, ensuring no subtle anomaly falls through the cracks during mass school camps. Second, our Human-in-the-Loop (HITL) tele-pediatricians provide rigorous expert validation, filtering out environmental artifacts to deliver highly specific, actionable health intelligence. This sequential process guarantees that we maintain the rapid scale required for population health without ever compromising on clinical accuracy.
Sequential Testing Workflow
Student Cohort
100% Intake
Phase 1: Hardware Filter
Sens: 85-92% | Spec: 75-85%
Phase 2: HITL Over-Read
Comb. Spec: 94-98%
Reading the Statistics
In a sequential triage, doctors only review cases flagged by the hardware. They do not review "negative" scans. Therefore, according to the Sequential Testing Theorem:
- Sensitivity is capped by the initial hardware filter, optimized to miss zero flags.
- Specificity increases dramatically as the physician rejects false positives.
- Result: We maximize Positive Predictive Value (PPV) for highly accurate clinical referrals.
| Clinical Domain & Conditions Covered | Hardware Modality | Standalone Triage Profile | HITL Combined Output | Gold Standard & Grounding |
|---|---|---|---|---|
| Refraction, Amblyopia & Strabismus (Myopia, Astigmatism, Leukocoria, Anisometropia) |
Binocular Infrared Photoscreener | Sens: 86-88% Spec: 75-80% |
Sens: 85-88% Spec: 94-97% |
Cycloplegic Retinoscopy. FDA Class I / CE / CDSCO Class B |
| Auditory Pure-Tone Loss (Conductive & Sensorineural Deficits) |
Auto Hughson-Westlake Audiometer | Sens: 91-93% Spec: 84-88% |
Sens: 90-93% Spec: 96-98% |
Sound-Booth Audiometry. IEC 60645-1 / ANSI S3.6 |
| Cardiac Murmurs & Arrhythmia (Pathologic Murmurs, Tachycardia, Asthma) |
Dual-Band Smart Stethoscope | Sens: 89-92% Spec: 82-85% |
Sens: 89-91% Spec: 95-97% |
Echocardiography (TTE). CDSCO Class B / CE Mark |
| Tympanic Membrane & Ear Canal (Otitis Media, Perforation, Impaction) |
3.9mm Rigid Video Otoscope | Sens: 85-88% Spec: 80-84% |
Sens: 85-88% Spec: 95-98% |
Operative Ear Microscopy. CE Class I Non-Invasive |
| Oral Cavity & Gross Caries (Cavitation, Plaque, Gingivitis, Tonsils) |
Macro Video Wand + Depressor | Sens: 75-82% Spec: 78-84% |
Sens: 75-82% Spec: 92-95% |
Clinical Dental Operatory. Visual Screening Aid Only |
| Growth & Adolescent Posture (Scoliosis, Stunting, Goiter Triage) |
Stadiometer + Digital HD Camera | Sens: 88-92% Spec: 85-88% |
Sens: 88-91% Spec: 94-97% |
Spine Radiograph & WHO Charts. Anthropometric Standard |
| NeuroPath / ASD / Behavioral (Autism, ADHD, Dyslexia, Motor Delays) |
Tablet Eye-Tracking & Scales | Sens: 84-88% Spec: 76-81% |
Sens: 84-87% Spec: 93-96% |
ADOS-2 & DSM-5 Evaluation. Validated Digital Battery |
Legal Safe-Harbor: Health Checkups function as a clinical-grade screening, early-identification, and triage protocol. Tele-pediatrician reviews identify high-risk conditions requiring formal diagnostic confirmation. This does not replace inpatient or comprehensive hospital clinical examination.
| # | Tier | Condition Name | Hardware Modality | Standalone Filter | HITL Over-Read | Clinical Grounding & Over-Read Protocol |
|---|