RURAL REACH - MOBILE

2 Squirrels AI

Technology Stack

AI EngineClinical AI
PlatformiOS Telehealth
VideoWebRTC
BackendSwift + HealthKit
IntegrationEHR / FHIR

Architecture Note: iOS telehealth application with AI decision support for rural healthcare providers. Features clinical AI triage, real-time video consultations, and intelligent symptom assessment to improve patient outcomes in underserved areas.

AI Pipeline Components

๐Ÿฅ
Clinical AI
Decision Support
๐Ÿ“ฑ
iOS App
Patient Interface
๐ŸŽฅ
Video Engine
WebRTC Streaming
๐Ÿฉบ
Symptom Analyzer
AI Assessment
๐Ÿ“‹
EHR Connector
FHIR Integration
๐Ÿ””
Alert System
Critical Notifications

Clinical AI Triage Pipeline

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flowchart LR
    subgraph Input["๐Ÿ“ฑ Patient Input"]
        SYM["๐Ÿค’ Symptoms Entry"]
        VIT["๐Ÿ’“ Vital Signs"]
        HIS["๐Ÿ“‹ Medical History"]
    end
    subgraph AI["๐Ÿฅ Clinical AI Engine"]
        PRE["๐Ÿ”ง Preprocessing"]
        MOD["๐Ÿง  Clinical AI Model"]
        RUL["๐Ÿ“œ Medical Rules"]
    end
    subgraph Triage["๐Ÿšจ Urgency Classification"]
        EMR["๐Ÿ”ด Emergency"]
        URG["๐ŸŸ  Urgent"]
        ROU["๐ŸŸข Routine"]
    end
    subgraph Action["๐Ÿ“ค Next Steps"]
        CAL["๐Ÿ“ž Call 911"]
        APP["๐Ÿ“… Schedule Visit"]
        TIP["๐Ÿ’Š Self-Care Tips"]
    end
    SYM --> PRE
    VIT --> PRE
    HIS --> PRE
    PRE --> MOD
    MOD --> RUL
    RUL --> EMR
    RUL --> URG
    RUL --> ROU
    EMR --> CAL
    URG --> APP
    ROU --> TIP
                

Telehealth Video Pipeline

%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart LR
    subgraph Patient["๐Ÿ“ฑ iOS Patient App"]
        CAM["๐Ÿ“น Camera Capture"]
        MIC["๐ŸŽค Audio Input"]
        ENC["๐Ÿ”’ Encryption"]
    end
    subgraph Transport["๐ŸŒ WebRTC Layer"]
        SIG["๐Ÿ“ก Signaling Server"]
        STN["๐Ÿ”„ STUN/TURN"]
        P2P["๐Ÿ”— P2P Connection"]
    end
    subgraph Provider["๐Ÿ‘จโ€โš•๏ธ Provider Dashboard"]
        DEC["๐Ÿ”“ Decryption"]
        VID["๐Ÿ–ฅ๏ธ Video Display"]
        AUD["๐Ÿ”Š Audio Output"]
    end
    subgraph AI["๐Ÿฅ AI Assistance"]
        TRN["๐Ÿ“ Transcription"]
        SUM["๐Ÿ“‹ AI Summary"]
    end
    CAM --> ENC
    MIC --> ENC
    ENC --> SIG
    SIG --> STN
    STN --> P2P
    P2P --> DEC
    DEC --> VID
    DEC --> AUD
    AUD --> TRN
    TRN --> SUM
                

AI Symptom Checker

%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart TB
    subgraph Input["๐Ÿ“ฑ Patient Entry"]
        TXT["๐Ÿ’ฌ Text Description"]
        VOC["๐ŸŽค Voice Input"]
        IMG["๐Ÿ“ท Photo Upload"]
    end
    subgraph NLP["๐Ÿ”ง AI Processing"]
        SPC["๐Ÿ—ฃ๏ธ Speech-to-Text"]
        NER["๐Ÿท๏ธ Entity Extraction"]
        CLS["๐Ÿ“Š Symptom Classification"]
    end
    subgraph Clinical["๐Ÿฅ Clinical AI Analysis"]
        KNO["๐Ÿ“š Medical Knowledge"]
        INF["๐Ÿง  AI Inference"]
        PRB["๐Ÿ“ˆ Probability Scoring"]
    end
    subgraph Output["๐Ÿ“ค Assessment"]
        DIF["๐Ÿ” Differential Dx"]
        REC["๐Ÿ’ก Recommendations"]
        FOL["๐Ÿ“‹ Follow-up Questions"]
    end
    TXT --> NER
    VOC --> SPC
    SPC --> NER
    IMG --> CLS
    NER --> INF
    CLS --> INF
    KNO --> INF
    INF --> PRB
    PRB --> DIF
    PRB --> REC
    PRB --> FOL
                

Provider Decision Support

%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart LR
    subgraph Data["๐Ÿ“‹ Patient Data"]
        EHR["๐Ÿ—‚๏ธ EHR Records"]
        VIT["๐Ÿ’“ Current Vitals"]
        LAB["๐Ÿงช Lab Results"]
        MED["๐Ÿ’Š Medications"]
    end
    subgraph AI["๐Ÿฅ Clinical AI Engine"]
        AGG["๐Ÿ“ฅ Data Aggregation"]
        ANA["๐Ÿง  AI Analysis"]
        EVD["๐Ÿ“š Evidence Matching"]
    end
    subgraph Support["๐Ÿ’ก Decision Support"]
        DXS["๐Ÿ” Dx Suggestions"]
        TXS["๐Ÿ’‰ Tx Recommendations"]
        ALT["โš ๏ธ Drug Interactions"]
    end
    subgraph Provider["๐Ÿ‘จโ€โš•๏ธ Provider Action"]
        REV["๐Ÿ‘๏ธ Review"]
        APR["โœ… Approve/Modify"]
        ORD["๐Ÿ“ Order"]
    end
    EHR --> AGG
    VIT --> AGG
    LAB --> AGG
    MED --> AGG
    AGG --> ANA
    ANA --> EVD
    EVD --> DXS
    EVD --> TXS
    EVD --> ALT
    DXS --> REV
    TXS --> REV
    ALT --> REV
    REV --> APR
    APR --> ORD
                

Health Record Analysis

%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart TB
    subgraph Source["๐Ÿ—„๏ธ EHR Sources"]
        FHR["๐Ÿ”— FHIR API"]
        HL7["๐Ÿ“จ HL7 Messages"]
        PDF["๐Ÿ“„ Scanned Docs"]
    end
    subgraph Extract["โš™๏ธ Data Extraction"]
        PAR["๐Ÿ”ง FHIR Parser"]
        OCR["๐Ÿ‘๏ธ OCR Engine"]
        NRM["๐Ÿ“Š Normalizer"]
    end
    subgraph AI["๐Ÿฅ Clinical AI Analysis"]
        SUM["๐Ÿ“ AI Summarization"]
        TRD["๐Ÿ“ˆ Trend Detection"]
        RSK["โš ๏ธ Risk Scoring"]
    end
    subgraph Output["๐Ÿ“ค AI Outputs"]
        HSM["๐Ÿ“‹ Health Summary"]
        ALR["๐Ÿ”” Critical Alerts"]
        CAR["๐Ÿ“Š Care Gaps"]
    end
    FHR --> PAR
    HL7 --> PAR
    PDF --> OCR
    PAR --> NRM
    OCR --> NRM
    NRM --> SUM
    NRM --> TRD
    NRM --> RSK
    SUM --> HSM
    TRD --> ALR
    RSK --> ALR
    TRD --> CAR
                

Full Mobile Telehealth Architecture

%%{init: {'theme': 'dark', 'themeVariables': { 'primaryColor': '#C17852', 'primaryTextColor': '#F0F6FC', 'primaryBorderColor': '#4A5E32', 'lineColor': '#E6C98F', 'secondaryColor': '#161B22', 'tertiaryColor': '#0D1117', 'background': '#0D1117', 'mainBkg': '#161B22', 'nodeBorder': '#4A5E32', 'clusterBkg': '#161B22', 'clusterBorder': '#4A5E32', 'titleColor': '#E6C98F', 'edgeLabelBackground': '#161B22'}}}%%
flowchart TB
    subgraph iOS["๐Ÿ“ฑ iOS Telehealth App"]
        UI["๐Ÿ–ผ๏ธ SwiftUI Interface"]
        HK["๐Ÿ’“ HealthKit"]
        VID["๐Ÿ“น AVFoundation"]
        SEC["๐Ÿ” Keychain"]
    end
    subgraph API["๐ŸŒ Backend Services"]
        GW["๐Ÿšช API Gateway"]
        AUT["๐Ÿ”‘ Auth Service"]
        SCH["๐Ÿ“… Scheduling"]
    end
    subgraph AI["๐Ÿฅ Clinical AI Services"]
        TRI["๐Ÿšจ AI Triage"]
        SYM["๐Ÿฉบ AI Symptom Check"]
        DEC["๐Ÿ’ก AI Decision Support"]
        SUM["๐Ÿ“ AI Summarization"]
    end
    subgraph Data["๐Ÿ’พ Data Layer"]
        EHR["๐Ÿ—‚๏ธ EHR Integration"]
        DB[("๐Ÿ—„๏ธ Patient DB")]
        ANA["๐Ÿ“Š Analytics"]
    end
    subgraph Provider["๐Ÿ‘จโ€โš•๏ธ Provider Dashboard"]
        WEB["๐Ÿ–ฅ๏ธ Web Portal"]
        MOB["๐Ÿ“ฒ Provider App"]
        NOT["๐Ÿ”” Notifications"]
    end
    UI --> GW
    HK --> GW
    VID --> GW
    SEC --> AUT
    GW --> AUT
    GW --> SCH
    GW --> TRI
    GW --> SYM
    TRI --> DEC
    SYM --> DEC
    DEC --> SUM
    GW --> EHR
    EHR --> DB
    DB --> ANA
    SUM --> WEB
    SUM --> MOB
    DEC --> NOT