RXSmart.ai Clinical Platform

Proprietary medication adherence platform by Bionectech, Inc.

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MEDS
VITALS
MESSAGES
2
SETTINGS

Patient Dashboard

Real-time adherence monitoring across 39 active patients · Pilot Site — Geriatrics

Live · Auto-refresh 30s · Last sync 00:00
Active Patients
39
↑ 3 this week
Avg. Adherence
78.2%
↑ 1.4% vs. last month
Alerts Resolved
23
94% resolution rate
Interventions
7
2 pending review
Alert Response Time
12 min
↓ vs. 18 min avg
Patient Roster · 8 patients
Patient ▼
Diagnoses ▼
Adherence ▼
Risk ▼
Status

AI Analytics (In Development)

AI-assisted medication analysis (in development)

AI ENGINE STATUS
—Planned
—Planned
—In Dev
PythonBackend
ADHERENCE TREND — 30 DAY
ALGORITHM CAPABILITIES
Adaptive Reminder Timing87.6% response rate

ML optimization of notification delivery based on individual circadian and response patterns

Non-Adherence Prediction72hr advance warning

Early identification of patients at risk using 14-factor behavioral model before clinical deterioration

Cognitive Decline ModelingContinuous adaptation

Progressive adjustment of intervention intensity using MMSE/MoCA correlation as conditions evolve

NLP Message Triage<500ms processing

Automated classification and priority routing of patient communications with sentiment analysis

AI POPULATION ANALYSIS (DEMO)
◆ RXSmart AI
Initializing population analysis
...
ADHERENCE HEATMAP — LAST 28 DAYSAll patients
MonTueWedThuFriSatSun
Less
More
TECHNOLOGY STACK
RXSmart Neural
Python / ML
Python
ML / Analytics
PostgreSQL
Database
Node.js
Backend API
Kubernetes
1.29 · Orchestration
AWS GovCloud
HIPAA · Infrastructure
CONDITION DISTRIBUTION
72-HOUR NON-ADHERENCE RISK14-factor behavioral model
PROACTIVE INTERVENTION TRIGGERSReal-time
POPULATION NON-ADHERENCE BARRIERSAggregate self-reported, last 30d

EHR Integration (Coming Soon)

EHR integrations are on the roadmap. Current version supports CSV import/export.

CONNECTION STATUSCERTIFIED
EHR SystemEpic
VersionMay 2024
ProtocolFHIR R4 (planned)
AuthenticationOAuth 2.0 / SMART
EncryptionTLS 1.3 / HTTPS
Latency8ms avg
Supported Features
Patient LookupMedication ListObservations
DATA FLOW ARCHITECTURE
EHR System
Records, meds, dx
FHIR Gateway
API translation
RXSmart Engine
ML inference, alerts
Endpoints
Patient & provider
FHIR RESOURCES
Patient
Demographics, identifiers
readsearch
MedicationRequest
Prescriptions, orders
readsearchcreate
MedicationAdministration
Dose confirmations
readcreate
Observation
Vitals, adherence data
readsearchcreate
Condition
Diagnoses, problems
readsearch
CareTeam
Providers, caregivers
readsearch
AllergyIntolerance
Allergies, sensitivities
readsearch
Coverage
Insurance, eligibility
readsearch
GET
200 OK
REAL-TIME SYNC STATUS
Medication List
312 records
< 1 min
SYNCED
Patient Demographics
892 records
< 1 min
SYNCED
Care Team Updates
156 records
2 min
SYNCED
Adherence Events
3,421 records
Real-time
STREAMING

Safety Intelligence Engine

Advanced medication safety modules powered by training case insights. Proactive detection of prescribing hazards, timing-critical failures, social determinant barriers, and caregiver sustainability — going beyond adherence reminders to true clinical intelligence.

Medication Risk Tier Classification

TIER 1 — CRITICAL
4
Anticoagulants, immunosuppressants, insulin, ARVs
TIER 2 — HIGH
11
Cardiac, antiepileptics, antipsychotics, chemo
TIER 3 — MODERATE
18
Antihypertensives, statins, metformin, ICS
TIER 4 — SUPPORTIVE
6
Vitamins, supplements, PRN comfort
Auto-classified on intake via RxNorm drug class mapping. Tier determines alert escalation speed, caregiver notification threshold, and provider emergency contact protocol. Clinician override available per patient.

Polypharmacy / Deprescribing Screener

Patients on 8+ medications7 flagged
Beers Criteria violations detected3 patients
Duplicate therapy alerts2 instances
High anticholinergic burden (ACB ≥ 3)4 patients
Drug-drug QT prolongation risk1 critical
Deprescribing reviews completed (30d)5
Automatic screening for all patients 75+ with 8+ medications. Cross-references AGS Beers Criteria, STOPP/START, and Anticholinergic Cognitive Burden scale.

Critical-Window Timing Monitor

Patients on timing-critical meds12
Within 2-hour window (last 7 days)89%
Mean timing deviation42 min
Consecutive missed critical doses1 alert active
Provider emergency alerts (30d)2 (both resolved)
Caregiver escalations triggered (30d)8
Monitors tacrolimus, apixaban, warfarin, and other narrow-therapeutic-index drugs. Escalating alerts: dose time, +15 min, +30 min, +60 min, +90 min (caregiver), +120 min (provider).

Self-Discontinuation Detector

Medications self-stopped (30d)2 detected
Late refills (7+ days overdue)4 medications
Prophylactic medication gaps1 (CMV prophylaxis)
Provider alerts for self-DC2 sent
Distinguishes missed doses (sporadic) from self-discontinuation (3+ consecutive days zero adherence to specific medication). Critical for transplant, psychiatric, and anticoagulant medications.

Social Determinants Screening

Cost-correlated non-adherence detected3 patients
Transportation barrier signals1 patient
Food insecurity indicators2 patients
Insurance gap alerts1 active
PAP enrollments initiated (30d)2
Automated pattern analysis: expensive meds low adherence + cheap meds good adherence = cost barrier. Late refills preceding adherence drops = financial strain. Meal-dependent medications skipped = food insecurity screen.

Caregiver Sustainability Monitor

Active caregivers tracked24
Engagement declining (2+ weeks)3 caregivers
Burnout risk score 7+/102 caregivers
Single-point-of-failure patients5 (no backup caregiver)
Respite care recommendations sent1 this month
Tracks caregiver app engagement, alert response times, and monthly wellness surveys. Declining engagement precedes burnout by 4-6 weeks. Automatic respite care referral when stress scores exceed threshold for 2 consecutive months.

Behavioral Pattern Intelligence

Mood-adherence correlation alerts4 active
Sleep pattern disruptions detected2 patients
Prodromal psychiatric alerts0 active
Recovery stability monitoring1 patient (stable)
Pain/function score tracking2 patients
eGFR-triggered safety alerts1 (CKD patient — metformin review)
Longitudinal tracking: mood scores predict adherence drops 1-2 weeks in advance. Sleep disruption precedes psychiatric relapse by 2-4 weeks. Craving scores and adherence patterns monitor dual-diagnosis recovery stability. eGFR thresholds trigger automatic contraindication reviews.
Patient Detail
Keyboard Shortcuts
Open command palette
⌘K
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System Overview
1
Patient Interface
2
Clinical Dashboard
3
AI Analytics Engine
4
EHR Integration
5
Safety Intelligence
6
Export patient data
⌘E
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