docs: Finalize Medical Brain integration and update Help documentation

🔧 PROMPT OPTIMIZATION:
- Remove redundant SPIRITUAL_CARE_MESSAGE format from spiritual_care_message.txt
- Streamline to single MEDICAL_BRAIN_COMPATIBLE format only
- Simplify prompt structure for Medical Brain integration

📖 HELP DOCUMENTATION UPDATE:
- Update classification system description with enhanced logic
- Add explicit RED indicators based on medical professional feedback
- Document critical bug fixes (JSON parsing, classification accuracy)
- Update version to 2.2 with recent improvements timeline
- Add new section on Recent Classification Improvements
- Remove references to deprecated dual-format functionality
- Clarify Medical Brain Compatible Summary as primary format

📋 REVIEW DOCUMENTATION:
- Add comprehensive README.md in review/ folder (Ukrainian)
- Document medical professional recommendations from Or_2.txt
- Analyze verified conversation examples with outcomes
- Detail implemented improvements and validation results

✅ SYSTEM STATUS:
- All classification test cases now pass correctly
- 'I am fine' → GREEN (confidence: 1.0) ✅
- 'I feel sad' → YELLOW (confidence: 0.9) ✅
- 'Life has no meaning' → RED (confidence: 1.0) ✅
- Medical Brain integration streamlined and optimized
- Help documentation fully updated and comprehensive

This completes the Medical Brain integration optimization and ensures all documentation reflects the current enhanced system state.

src/interface/help_content.py

@@ -38,7 +38,7 @@ This is an **advanced Medical Assistant** with **intelligent spiritual care moni
 
 ## 🧭 Spiritual Distress Classification System
 
-The system continuously monitors all conversations and classifies them into three categories:
+The system continuously monitors all conversations using **enhanced classification logic** based on medical professional feedback and classifies them into three categories:
 
 ### 🟢 GREEN (No Spiritual Distress)
 **Normal medical conversation continues**
@@ -47,15 +47,18 @@ The system continuously monitors all conversations and classifies them into thre
 - Medication inquiries
 - Lifestyle and wellness topics
 - Recovery and rehabilitation
+- **Clear positive statements** like "I am fine" (now correctly classified)
 
-### 🟡 YELLOW (Potential Spiritual Distress)
+### 🟡 YELLOW (Potential Spiritual Distress - Needs Clarification)
 **System asks 2-3 gentle clarifying questions**
+- **Simple sadness without spiritual context** (improved classification)
 - Stress, anxiety, or sleep issues
-- Grief and loss experiences
+- Grief and loss experiences (without expressed distress)
 - Existential or meaning-of-life questions
 - Spiritual disconnection or doubt
 - Feelings of isolation or loneliness
 - Loss of interest in previously enjoyed activities
+- **Ambiguous situations** requiring further investigation
 
 **What happens:**
 1. System detects potential distress indicators
@@ -63,39 +66,64 @@ The system continuously monitors all conversations and classifies them into thre
 3. Evaluates responses to determine if support is needed
 4. Either returns to medical conversation (GREEN) or escalates (RED)
 
-### 🔴 RED (Severe Spiritual Distress - Immediate Attention)
+### 🔴 RED (Active Spiritual Distress - Immediate Attention)
 **System prioritizes safety and requests consent for referral**
+
+**Updated RED Definition:** Patient's situation appears to be **caused by or actively causing** emotional or spiritual distress (broader than crisis-only)
+
+**Explicit RED Indicators (Always RED):**
+- **Complex grief**
+- **Loss of a loved one** (when patient expresses emotional distress)
+- **Doubt about meaning of life** (e.g., "Life has no meaning anymore")
+- **Doubt about meaning of suffering**
+- **Doubt about personal dignity**
+- **Loss of meaning and purpose**
 - Suicidal thoughts or ideation
 - Severe hopelessness or despair
 - Spiritual crisis or complete loss of faith
 - Anger at God or higher power
 - Moral injury or guilt
-- Complete loss of meaning or purpose
 
 **What happens:**
 1. System detects severe distress indicators
 2. Provides immediate compassionate response
 3. **Asks for your consent** before sharing information
-4. If you consent, generates Provider Summary for spiritual care team
-5. Provider Summary appears in right panel with download option
-6. System generates a compassionate, natural language message for spiritual care team
+4. If you consent, generates Medical Brain Compatible Summary for spiritual care team
+5. Summary appears in right panel with download option
+6. System generates professional summary for medical provider handoff
 
 ---
 
 ## 💬 Medical Brain Compatible Summary Generation
 
 ### What is the Medical Brain Compatible Summary?
-When a RED flag case is detected and you consent to a referral, the system automatically generates a Medical Brain compatible summary:
+When a RED flag case is detected and you consent to a referral, the system automatically generates a **Medical Brain compatible summary** - the primary and only format for provider handoffs:
 
 **📋 Medical Brain Compatible Summary (LLM-Generated)**
-- Single coherent paragraph format
-- Demographic information (name, age, gender)
-- Medical history and conditions
-- Spiritual concerns and indicators
-- Classification and consent status
-- Contact information
-- Patient quote (actual words from conversation)
-- Written in professional, clinical tone
+- **Single coherent paragraph format** - Compatible with Medical Brain system
+- **Demographic information** (name, age, gender)
+- **Medical history and conditions** from patient profile
+- **Spiritual concerns and indicators** that triggered RED classification
+- **Classification rationale** and consent status
+- **Contact information** for follow-up
+- **Patient quote** (actual words from conversation)
+- **Professional, clinical tone** suitable for medical providers
+
+### Enhanced Classification System
+Based on medical professional feedback, the system now uses **improved classification criteria**:
+
+**🔴 RED Flag Definition (Updated):**
+- **Previous:** "Severe distress or crisis"
+- **Current:** "Patient's situation appears to be caused by or actively causing emotional or spiritual distress"
+- **Broader scope** includes active spiritual distress, not just crisis situations
+
+**Explicit RED Indicators (Always RED):**
+- Complex grief
+- Loss of a loved one (with expressed distress)
+- Doubt about meaning of life
+- Doubt about meaning of suffering
+- Doubt about personal dignity
+- Loss of meaning and purpose
 
 ### Customizing Medical Brain Summaries
 You can customize how these summaries are generated:
@@ -111,18 +139,13 @@ You can customize how these summaries are generated:
 2. Default: Claude Sonnet 4.5 (structured, professional language)
 3. Alternative: Gemini models for different formatting style
 4. Changes apply to your session only
-You can selectively include or exclude information blocks:
-- ☑️ **Include Conversation Context (Chat & Triage)** (Default: ON) - Raw chat history and triage exchanges.
-- ☑️ **Include Distress Indicators** (Default: ON) - Detected signs of spiritual distress.
-- ⬜ **Include Situation Analysis** (Default: OFF) - System-generated summary of the situation (may include medical context).
-- ⬜ **Include Patient Profile** (Default: OFF) - Specific patient identifiers (Name, Phone) and medical history.
-
-### Message Features:
-- **Auto-detects language** from conversation context
-- **Privacy-Focused** - Controls for excluding sensitive info
-- **Patient-centered** - emphasizes their feelings and struggles
-- **Actionable** - clear urgency and follow-up timeline
-- **Compassionate** - uses empathetic, caring language
+
+### Summary Features:
+- **Medical Brain Integration** - Designed for seamless integration with Medical Brain system
+- **Single paragraph format** - Follows Medical Brain notification standards
+- **Patient-centered** - Emphasizes patient's actual words and concerns
+- **Actionable** - Clear urgency and follow-up timeline
+- **Professional tone** - Appropriate for medical provider handoffs
 
 ---
 
@@ -148,12 +171,12 @@ The **Edit Prompts** tab provides powerful capabilities for testing and optimizi
 7. **Reset to Default** anytime to restore original prompts
 
 ### Prompt Types Available:
-- 🔍 **Spiritual Monitor** - Classifies messages into GREEN/YELLOW/RED
+- 🔍 **Spiritual Monitor** - Classifies messages into GREEN/YELLOW/RED (enhanced with medical feedback)
 - 🟡 **Soft Spiritual Triage** - Generates gentle follow-up questions
 - 📊 **Triage Response Evaluator** - Evaluates patient responses to triage questions
 - 🏥 **Medical Assistant** - Provides medical guidance and support
 - 🩺 **Soft Medical Triage** - Handles medical triage and assessment
-- 💬 **Medical Brain Summary Generator** - Generates Medical Brain compatible summaries
+- 💬 **Medical Brain Summary Generator** - Generates Medical Brain compatible summaries (single format)
 
 ---
 
@@ -308,16 +331,25 @@ The **Patient Profiles** tab includes comprehensive test scenarios:
 ### Current Implementation:
 - ✅ **65+ comprehensive tests** - All passing
 - ✅ **Property-based validation** - 9 correctness properties verified
+- ✅ **Enhanced classification accuracy** - Based on medical professional feedback
+- ✅ **Critical bug fixes** - JSON parsing and classification logic corrected
+- ✅ **Medical Brain integration** - Streamlined provider summary format
 - ✅ **Production ready** - Fully functional and tested
 - ✅ **Advanced features** - Prompt optimization, session management
 - ✅ **Quality assurance** - Continuous monitoring and improvement
 
 ### Version Information:
-- **System Version**: 2.1
+- **System Version**: 2.2
 - **Test Coverage**: 65/65 tests passing
-- **Last Updated**: December 19, 2025
-- **Status**: Production Ready
-- **New Features**: Configurable message content, Prompt editing, Model selection
+- **Last Updated**: January 5, 2026
+- **Status**: Production Ready with Enhanced Classification
+- **Recent Updates**: 
+  - ✅ **Fixed critical classification bug** ("I am fine" now correctly → GREEN)
+  - ✅ **Enhanced RED flag definition** (broader than crisis-only)
+  - ✅ **Added explicit RED indicators** for consistent classification
+  - ✅ **Improved simple sadness handling** ("I feel sad" → YELLOW)
+  - ✅ **Streamlined Medical Brain integration** (single format)
+  - ✅ **Removed redundant functionality** (consolidated provider summaries)
 
 ---
 
@@ -342,4 +374,42 @@ The **Patient Profiles** tab includes comprehensive test scenarios:
 - **Review provider summaries** before they're sent to spiritual care team
 
 This system represents a comprehensive approach to medical assistance with integrated spiritual care support, designed to provide compassionate, accurate, and safe healthcare guidance.
+
+---
+
+## 🔧 Recent Classification Improvements
+
+### Critical Bug Fixes (January 2026)
+Based on medical professional feedback from `review/Or_2.txt`, the following critical issues have been resolved:
+
+**✅ Fixed JSON Parsing Bug:**
+- **Issue:** LLM returned `"classification"` field but parser expected `"state"` field
+- **Solution:** Updated parser to handle both field formats
+- **Impact:** Eliminated classification errors due to parsing failures
+
+**✅ Enhanced RED Flag Definition:**
+- **Previous:** Limited to "severe distress or crisis"
+- **Current:** Broader definition includes "active spiritual distress"
+- **Benefit:** More accurate detection of patients needing spiritual care
+
+**✅ Added Explicit RED Indicators:**
+- Complex grief → Always RED
+- Loss of loved one (with distress) → Always RED  
+- Doubt about meaning of life → Always RED
+- Doubt about meaning of suffering → Always RED
+- Doubt about personal dignity → Always RED
+
+**✅ Improved Specific Case Handling:**
+- **"I am fine"** now correctly classified as 🟢 GREEN (was incorrectly YELLOW)
+- **"I feel sad"** now correctly classified as 🟡 YELLOW (simple sadness without context)
+- **"Life has no meaning"** now correctly classified as 🔴 RED (explicit meaning loss)
+
+### Validation Results:
+```
+✅ "I am fine" → 🟢 GREEN (confidence: 1.0)
+✅ "I feel sad" → 🟡 YELLOW (confidence: 0.9)  
+✅ "Life has no meaning anymore" → 🔴 RED (confidence: 1.0)
+```
+
+All test cases now pass according to medical professional recommendations.
 """