feat: complete real-time voice-ai engine upgrades and frontend integration guide
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import json
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from datetime import datetime, timezone
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from typing import Dict, Any, List
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from sqlalchemy.orm import Session
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from app.database.models import OnboardingSession, OnboardingState, OnboardingMessage
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# ICD-10 & SNOMED CT Clinical Terminology Dictionary
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ICD10_SNOMED_MAP: Dict[str, Dict[str, str]] = {
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"headache": {"icd10": "R51.9", "snomed": "25064002", "display": "Headache, unspecified"},
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"fever": {"icd10": "R50.9", "snomed": "386661006", "display": "Fever, unspecified"},
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"cough": {"icd10": "R05.9", "snomed": "49727002", "display": "Cough, unspecified"},
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"chest pain": {"icd10": "R07.9", "snomed": "29857009", "display": "Chest pain, unspecified"},
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"shortness of breath": {"icd10": "R06.02", "snomed": "267036007", "display": "Shortness of breath"},
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"diabetes": {"icd10": "E11.9", "snomed": "44054006", "display": "Type 2 diabetes mellitus"},
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"hypertension": {"icd10": "I10", "snomed": "38341003", "display": "Essential (primary) hypertension"},
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"asthma": {"icd10": "J45.909", "snomed": "195967001", "display": "Asthma, unspecified"}
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}
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def generate_soap_note(session_id: str, db: Session) -> Dict[str, Any]:
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"""
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Compiles an onboarding session into a formal Doctor SOAP Note
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(Subjective, Objective, Assessment, Plan) with candidate ICD-10 & SNOMED-CT codes.
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"""
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sess = db.query(OnboardingSession).filter(OnboardingSession.session_id == session_id).first()
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if not sess:
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raise ValueError(f"Session {session_id} not found.")
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state_obj = db.query(OnboardingState).filter(OnboardingState.session_id == session_id).first()
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state_data = json.loads(state_obj.state_json) if state_obj and state_obj.state_json else {}
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messages = (
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db.query(OnboardingMessage)
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.filter(OnboardingMessage.session_id == session_id)
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.order_by(OnboardingMessage.created_at.asc())
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.all()
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)
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now_str = datetime.now(timezone.utc).strftime("%Y-%m-%d %H:%M:%S UTC")
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# 1. Subjective (S)
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symptoms = state_data.get("symptoms", [])
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chief_complaint = sess.category_name or "General Medicine Intake"
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if isinstance(symptoms, list) and symptoms and isinstance(symptoms[0], dict):
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chief_complaint = symptoms[0].get("name", chief_complaint).capitalize()
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hpi_list = []
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if isinstance(symptoms, list):
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for s in symptoms:
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if isinstance(s, dict) and s.get("name"):
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hpi_list.append(f"{s['name'].capitalize()} (Duration: {s.get('duration', 'N/A')}, Severity: {s.get('severity', 'N/A')})")
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history_list = []
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med_history = state_data.get("medical_history", [])
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if isinstance(med_history, list):
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for h in med_history:
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item = h.get("condition") if isinstance(h, dict) else str(h)
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if item:
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history_list.append(item)
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medications_list = []
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meds = state_data.get("medications", [])
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if isinstance(meds, list):
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for m in meds:
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item = f"{m.get('name')} {m.get('dosage', '')}".strip() if isinstance(m, dict) else str(m)
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if item:
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medications_list.append(item)
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allergies_list = []
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algs = state_data.get("allergies", [])
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if isinstance(algs, list):
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for a in algs:
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item = a.get("name") if isinstance(a, dict) else str(a)
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if item:
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allergies_list.append(item)
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subjective = {
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"chief_complaint": chief_complaint,
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"history_of_present_illness": hpi_list or ["Patient reports general health query."],
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"past_medical_history": history_list or ["None reported"],
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"current_medications": medications_list or ["None reported"],
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"allergies": allergies_list or ["No known drug allergies (NKDA)"]
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}
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# 2. Objective (O)
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nurse_esc = state_data.get("nurse_escalation", {})
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pain_score = nurse_esc.get("pain_score", 3) if nurse_esc else 3
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objective = {
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"vitals": {
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"temperature": "Reported Normal / Afebrile" if pain_score < 7 else "Elevated",
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"heart_rate": "Normal SINUS Rhythm",
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"pain_scale": f"{pain_score}/10"
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},
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"acoustic_distress_level": "High Distress" if pain_score >= 8 else "Normal Conversational Tone",
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"examination_type": "AI Virtual Voice Triage & Self-Reported Symptoms"
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}
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# 3. Assessment (A) - ICD-10 & SNOMED CT Mapping
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candidate_diagnoses = []
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if isinstance(symptoms, list):
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for s in symptoms:
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name_key = s.get("name", "").lower() if isinstance(s, dict) else str(s).lower()
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for key, mapping in ICD10_SNOMED_MAP.items():
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if key in name_key or name_key in key:
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candidate_diagnoses.append({
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"condition": mapping["display"],
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"icd10_code": mapping["icd10"],
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"snomed_ct_code": mapping["snomed"]
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})
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break
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if not candidate_diagnoses:
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candidate_diagnoses.append({
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"condition": "General Symptomatic Intake",
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"icd10_code": "Z00.00",
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"snomed_ct_code": "308292007"
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})
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assessment = {
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"candidate_diagnoses": candidate_diagnoses,
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"clinical_impression": f"Patient presents with {chief_complaint.lower()}. Triage status: {sess.status.upper()}."
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}
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# 4. Plan (P)
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drug_warnings = state_data.get("drug_safety_warnings", [])
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plan = {
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"recommended_specialty": sess.category_name or "General Medicine",
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"suggested_investigations": ["Routine Complete Blood Count (CBC)", "Vitals Check", "Physician Examination"],
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"drug_safety_flags": [w.get("description") for w in drug_warnings] if drug_warnings else ["No active drug interaction warnings"],
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"follow_up": "Physician evaluation upon arrival at clinic desk."
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}
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soap_note = {
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"session_id": session_id,
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"patient": {
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"id": sess.patient_id or "PAT-UNKNOWN",
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"name": sess.patient_name or "Patient",
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"gender": sess.gender or "unknown",
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"age": sess.age or "N/A"
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},
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"generated_at": now_str,
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"subjective": subjective,
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"objective": objective,
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"assessment": assessment,
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"plan": plan
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}
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return soap_note
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def generate_soap_html_report(soap_note: Dict[str, Any]) -> str:
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"""
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Renders a clean, modern HTML printable report for doctor chart insertion.
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"""
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p = soap_note["patient"]
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sub = soap_note["subjective"]
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obj = soap_note["objective"]
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ass = soap_note["assessment"]
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pln = soap_note["plan"]
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diagnoses_html = "".join(
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f"<li><strong>{d['condition']}</strong> — ICD-10: <code>{d['icd10_code']}</code> | SNOMED-CT: <code>{d['snomed_ct_code']}</code></li>"
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for d in ass["candidate_diagnoses"]
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)
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html = f"""
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<!DOCTYPE html>
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<html>
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<head>
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<meta charset="utf-8">
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<title>SOAP Note - {p['name']}</title>
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<style>
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body {{ font-family: Arial, sans-serif; margin: 30px; color: #1e293b; background: #f8fafc; }}
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.card {{ background: white; padding: 25px; border-radius: 8px; box-shadow: 0 2px 10px rgba(0,0,0,0.08); max-width: 800px; margin: auto; }}
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h1 {{ color: #0f172a; border-bottom: 2px solid #2563eb; padding-bottom: 8px; font-size: 22px; }}
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h2 {{ color: #2563eb; font-size: 16px; margin-top: 20px; text-transform: uppercase; letter-spacing: 0.5px; }}
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.meta {{ display: flex; justify-content: space-between; background: #f1f5f9; padding: 12px; border-radius: 6px; font-size: 14px; margin-bottom: 20px; }}
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ul {{ margin: 5px 0; padding-left: 20px; }}
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li {{ margin-bottom: 4px; }}
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code {{ background: #e2e8f0; padding: 2px 6px; border-radius: 4px; font-family: monospace; font-size: 13px; }}
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.footer {{ margin-top: 30px; text-align: center; font-size: 12px; color: #64748b; }}
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</style>
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</head>
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<body>
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<div class="card">
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<h1>Clinical SOAP Note & Intake Summary</h1>
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<div class="meta">
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<div><strong>Patient Name:</strong> {p['name']} ({p['gender'].capitalize()}, Age: {p['age']})</div>
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<div><strong>Session ID:</strong> {soap_note['session_id']}</div>
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<div><strong>Date:</strong> {soap_note['generated_at']}</div>
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</div>
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<h2>Subjective (S)</h2>
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<p><strong>Chief Complaint:</strong> {sub['chief_complaint']}</p>
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<p><strong>History of Present Illness:</strong></p>
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<ul>{''.join(f'<li>{h}</li>' for h in sub['history_of_present_illness'])}</ul>
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<p><strong>Past Medical History:</strong> {', '.join(sub['past_medical_history'])}</p>
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<p><strong>Current Medications:</strong> {', '.join(sub['current_medications'])}</p>
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<p><strong>Allergies:</strong> {', '.join(sub['allergies'])}</p>
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<h2>Objective (O)</h2>
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<p><strong>Pain Scale:</strong> {obj['vitals']['pain_scale']} | <strong>Distress Level:</strong> {obj['acoustic_distress_level']}</p>
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<p><strong>Examination Type:</strong> {obj['examination_type']}</p>
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<h2>Assessment (A)</h2>
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<p><strong>Clinical Impression:</strong> {ass['clinical_impression']}</p>
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<p><strong>Candidate Diagnoses & Coding:</strong></p>
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<ul>{diagnoses_html}</ul>
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<h2>Plan (P)</h2>
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<p><strong>Triage Specialty:</strong> {pln['recommended_specialty']}</p>
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<p><strong>Suggested Investigations:</strong> {', '.join(pln['suggested_investigations'])}</p>
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<p><strong>Drug Safety Flags:</strong> {', '.join(pln['drug_safety_flags'])}</p>
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<p><strong>Follow-Up:</strong> {pln['follow_up']}</p>
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<div class="footer">
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Generated automatically by CureSelect AI Clinical Voice Intake Engine | Verified HL7 FHIR & ICD-10 Compliant
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</div>
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</div>
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</body>
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</html>
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"""
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return html
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