Healthcare AI Copilot & Clinical Decision Support
Leverage embedded AI to assist physicians with ICD-10 coding suggestions, clinical documentation summaries, and drug interaction alerts.
1. Overview & Business Value#
This comprehensive operational guide details the architecture, business workflows, configuration parameters, and execution steps for Healthcare AI Copilot & Clinical Decision Support within SmartERP.
Leverage embedded AI to assist physicians with ICD-10 coding suggestions, clinical documentation summaries, and drug interaction alerts.
{screenshot:healthcare-ai-copilot-overview-dashboard}
2. Prerequisites & Security Access Groups#
- Required Modules:
smarterp_healthcare, smarterp_clinical_core, smarterp_pharmacy - Security Groups:
Healthcare Receptionist(Technical ID:smarterp_healthcare.group_medical_receptionist)Physician / Attending Doctor(Technical ID:smarterp_healthcare.group_medical_doctor)Pharmacy Dispenser(Technical ID:smarterp_healthcare.group_medical_pharmacist)
- Master Data Dependencies: Patient master registry (Medical Record Number - MRN), EFDA drug formulary, Ethiopian Ministry of Health (MoH) HMIS disease codes, and EHIS insurance tariffs.
3. Step-by-Step Configuration & Execution#
Step 1: Navigating to the Module Interface#
- Log into your SmartERP instance at
https://smarterp.et/odoo. - Open the main App Switcher (grid icon in the top-left corner).
- Select the Healthcare app icon.
- From the top navigation bar, open Healthcare → Clinical Dashboard → OPD Triage / Inpatient ADT / EMR / Pharmacy Dispensing.
{screenshot:healthcare-ai-copilot-app-switcher-navigation}
Step 2: Creating and Parameterizing Records#
- Click the New button in the top-left control panel.
- Complete the mandatory fields in the record form:
- Medical Record Number (MRN) (Mandatory): Unique national health identifier or generated hospital record code
- Patient Demographics (Mandatory): Full legal name, gender, date of birth, and Kebele residential location
- Encounter Type (Mandatory): Outpatient (OPD), Inpatient (IPD), Emergency, or Triage consultation
- Attending Physician (Mandatory): Licensed healthcare practitioner responsible for clinical encounter
- Configure optional operational parameters and localized tags as required:
- Insurance Provider & Policy (Optional): EHIS CBHI/SHI policy or corporate credit contract
- Triage Vital Signs (Optional): Blood pressure, pulse rate, respiratory rate, temperature, and SpO2
- ICD-11 / HMIS Diagnosis Code (Optional): Standardized diagnosis category for statutory health reporting
- Click the Save icon in the control bar to commit the record.
{screenshot:healthcare-ai-copilot-record-creation-form}
Step 3: Validating and Processing Transactions#
- State Transitions: Execute operational state progression (Reception / Triage → Consultation → Lab / Radiology → Prescription → Billing / Discharge).
- Ledger & System Impact: Patient billing registers medical service revenue, debits patient or insurance accounts receivable, and debits pharmaceutical inventory upon prescription dispensing.
- Audit Verification: Automated recording of author ID, timestamp, and immutable revision history.
{screenshot:healthcare-ai-copilot-transaction-processing-state}
AI Clinical Copilot Capabilities#
The SmartERP Healthcare AI Copilot acts as an augmented clinical intelligence assistant, embedded directly within the physician encounter screen and diagnostic workstations. Operating on privacy-preserving, local enterprise LLM inference, patient identifiable data never exits the secure hospital network.
Voice-to-Text & Clinical Note Summarization#
- During patient consultation, click the Voice Dictation microphone icon on the SOAP note canvas.
- The physician dictates clinical findings in English or Amharic (e.g., "Patient presents with acute epigastric burning pain radiating to the back for 4 days, exacerbated by fatty meals. Positive Murphy sign on deep palpation.").
- The AI Copilot:
- Transcribes spoken audio with specialized medical terminology recognition.
- Structures unstructured narrative into discrete Subjective, Objective, and Assessment blocks.
- Generates a concise 2-sentence clinical summary for the patient transfer sheet.
Intelligent ICD-10 & Differential Diagnosis Suggestions#
As the physician inputs clinical symptoms and examination findings:
- The AI Copilot analyzes the documented clinical context against clinical practice guidelines.
- It suggests relevant differential diagnoses with probability rankings:
K80.00- Calculus of gallbladder with acute cholecystitis (88% match).K29.70- Gastritis, unspecified, without bleeding (64% match).K85.90- Acute pancreatitis, unspecified (42% match).
- Clicking Accept Code instantly populates the primary assessment line without manual code searches.
Pharmacovigilance & Drug Interaction Warnings#
When prescribing combinations:
- The Copilot cross-references active prescriptions against the hospital formulary and patient kidney function ($eGFR$).
- If renal clearance is impaired, it alerts: "Caution: Patient eGFR is 32 mL/min. Recommended Ciprofloxacin dose adjustment is 250mg q12h instead of standard 500mg."
- The physician retains full clinical autonomy to accept or reject all AI suggestions with a documented rationale.
4. Advanced Configuration Points#
- Automated Actions & Scheduled Tasks (Crons):
Healthcare: Generate daily MoH HMIS aggregate tally(smarterp_healthcare.ir_cron_hmis_sync): Runs daily at 23:00 to prepare DHIS2 health data summariesPharmacy: Flag expiring EFDA medicine batches(smarterp_healthcare.ir_cron_fefo_expiry): Runs daily at 06:00 to alert dispensers of lots expiring within 60 days
- Custom Print Templates & Reports:
- Official Patient Encounter Summary & Medical Certificate
- Electronic Prescription Order Form (Model 19 Compliant)
- Ethiopian Health Insurance Service (EHIS) Claim Dossier
- Daily MoH Outpatient / Inpatient Morbidity Tally Sheet
- Multi-Company Rules: Record-level security isolation under Company 1 (
Ashewa Technology Solutions S.C.), preventing cross-company ledger leakage across parent and subsidiary legal entities.
5. Comprehensive Troubleshooting Matrix#
| Error Symptom / Exception | Probable Root Cause | Corrective Action / Resolution |
|---|---|---|
Access Block: Confidential clinical diagnosis restricted | User is not listed as the patient's attending physician or authorized consultant. | Request explicit clinical consultation delegation from the department head. |
Credit Ceiling Block: Corporate insurance expired | Patient corporate insurance policy limit exceeded or expired. | Switch billing mode to private cash settlement or upload pre-authorization approval from the insurer. |
FEFO Allocation Error: Expired medicine batch blocked | Dispenser selected medicine lot past statutory EFDA expiry date. | Isolate expired lot to quarantine storage and dispense compliant active lot. |