Update app.py

app.py

@@ -93,116 +93,155 @@ class CICE_Assessment:
         except Exception as e:
             return f"Error during analysis: {str(e)}", param1, param2, param3, param4, param5
 
-    def build_assessment_prompt(self, communication_weight, teamwork_weight, safety_weight, emergency_weight, leadership_weight):
-        """Build a dynamic prompt based on user-selected parameters"""
+    def build_assessment_prompt(self, history_taking_weight, communication_weight, clinical_reasoning_weight, physical_exam_weight, professionalism_weight):
+        """Build a dynamic prompt based on user-selected parameters for Standardized Patient encounters"""
         
         # Normalize weights
-        total_weight = communication_weight + teamwork_weight + safety_weight + emergency_weight + leadership_weight
+        total_weight = history_taking_weight + communication_weight + clinical_reasoning_weight + physical_exam_weight + professionalism_weight
         if total_weight == 0:
             total_weight = 1  # Avoid division by zero
         
+        hist_pct = (history_taking_weight / total_weight) * 100
         comm_pct = (communication_weight / total_weight) * 100
-        team_pct = (teamwork_weight / total_weight) * 100
-        safety_pct = (safety_weight / total_weight) * 100
-        emerg_pct = (emergency_weight / total_weight) * 100
-        lead_pct = (leadership_weight / total_weight) * 100
+        clinical_pct = (clinical_reasoning_weight / total_weight) * 100
+        physical_pct = (physical_exam_weight / total_weight) * 100
+        prof_pct = (professionalism_weight / total_weight) * 100
         
-        prompt = f"""Analyze this healthcare team interaction video with the following CUSTOMIZED EVALUATION PARAMETERS:
+        prompt = f"""Analyze this Standardized Patient (SP) clinical encounter video with the following CUSTOMIZED EVALUATION PARAMETERS:
+
+This is an OSCE-style (Objective Structured Clinical Examination) assessment of a healthcare provider/student interacting with a standardized patient in a simulated clinical setting.
+
 EVALUATION WEIGHTS (Total 100%):
-1. COMMUNICATION EFFECTIVENESS: {comm_pct:.1f}% weight
-2. TEAMWORK & COLLABORATION: {team_pct:.1f}% weight  
-3. SAFETY PROTOCOLS: {safety_pct:.1f}% weight
-4. EMERGENCY RESPONSE: {emerg_pct:.1f}% weight
-5. LEADERSHIP & ROLES: {lead_pct:.1f}% weight
-Please evaluate the video based on these weighted priorities:
+1. HISTORY TAKING & INTERVIEW SKILLS: {hist_pct:.1f}% weight
+2. COMMUNICATION & RAPPORT: {comm_pct:.1f}% weight  
+3. CLINICAL REASONING & ASSESSMENT: {clinical_pct:.1f}% weight
+4. PHYSICAL EXAMINATION TECHNIQUE: {physical_pct:.1f}% weight
+5. PROFESSIONALISM & EMPATHY: {prof_pct:.1f}% weight
+
+Please evaluate the clinical encounter based on these weighted priorities:
 """
 
         # Add detailed criteria based on weights
         criteria_sections = []
         
-        if communication_weight > 0:
+        if history_taking_weight > 0:
             criteria_sections.append(f"""
-## COMMUNICATION EFFECTIVENESS (Weight: {communication_weight}/10)
+## HISTORY TAKING & INTERVIEW SKILLS (Weight: {history_taking_weight}/10)
 Evaluate:
-- Clear verbal communication
-- Active listening behaviors
-- Closed-loop communication
-- Use of plain language vs. jargon
-- Information sharing quality
+- Chief complaint identification and exploration
+- History of Present Illness (HPI) - OLDCARTS/OPQRST methodology
+- Past Medical History (PMH) inquiry
+- Medication and allergy review
+- Family and social history assessment
+- Review of Systems (ROS) completeness
+- Open-ended vs. closed-ended question balance
+- Logical flow and organization of questioning
+- Avoidance of leading questions
+- Appropriate follow-up questions based on responses
 """)
 
-        if teamwork_weight > 0:
+        if communication_weight > 0:
             criteria_sections.append(f"""
-## TEAMWORK & COLLABORATION (Weight: {teamwork_weight}/10)
+## COMMUNICATION & RAPPORT (Weight: {communication_weight}/10)
 Evaluate:
-- Team coordination
-- Mutual support behaviors
-- Collaborative problem-solving
-- Respect for team members
-- Conflict resolution
+- Introduction and identification (name, role, purpose)
+- Active listening behaviors (eye contact, nodding, verbal acknowledgment)
+- Use of patient-friendly language (avoiding medical jargon)
+- Clarification and summarization of patient statements
+- Appropriate pacing and allowing patient to speak
+- Non-verbal communication (body posture, positioning)
+- Addressing patient concerns and questions
+- Clear explanations of procedures or next steps
+- Checking for patient understanding (teach-back)
+- Closure and summary of encounter
 """)
 
-        if safety_weight > 0:
+        if clinical_reasoning_weight > 0:
             criteria_sections.append(f"""
-## SAFETY PROTOCOLS (Weight: {safety_weight}/10)
+## CLINICAL REASONING & ASSESSMENT (Weight: {clinical_reasoning_weight}/10)
 Evaluate:
-- Patient safety measures
-- Infection control practices
-- Equipment safety checks
-- Environmental awareness
-- Risk identification
+- Differential diagnosis consideration
+- Recognition of red flag symptoms
+- Appropriate diagnostic questioning
+- Integration of history findings
+- Clinical decision-making process
+- Prioritization of problems
+- Evidence of systematic thinking
+- Appropriate use of clinical frameworks
+- Recognition of urgent vs. non-urgent conditions
+- Formulation of assessment and plan
 """)
 
-        if emergency_weight > 0:
+        if physical_exam_weight > 0:
             criteria_sections.append(f"""
-## EMERGENCY RESPONSE (Weight: {emergency_weight}/10)
+## PHYSICAL EXAMINATION TECHNIQUE (Weight: {physical_exam_weight}/10)
 Evaluate:
-- Response time and urgency
-- Priority setting (ABC - Airway, Breathing, Circulation)
-- Emergency protocol adherence
-- Critical intervention timing
-- Resource utilization
+- Appropriate hand hygiene and infection control
+- Patient positioning and draping for dignity
+- Systematic examination approach
+- Correct technique for examination maneuvers
+- Appropriate use of equipment (stethoscope, etc.)
+- Explanation of examination steps to patient
+- Patient comfort during examination
+- Vital signs assessment
+- Focused vs. comprehensive exam appropriateness
+- Documentation of findings verbally or noted
 """)
 
-        if leadership_weight > 0:
+        if professionalism_weight > 0:
             criteria_sections.append(f"""
-## LEADERSHIP & ROLES (Weight: {leadership_weight}/10)
+## PROFESSIONALISM & EMPATHY (Weight: {professionalism_weight}/10)
 Evaluate:
-- Clear role assignments
-- Leadership presence
-- Decision-making clarity
-- Delegation effectiveness
-- Team guidance
+- Respect for patient dignity and privacy
+- Empathetic responses to patient emotions
+- Cultural sensitivity and awareness
+- Appropriate professional boundaries
+- Honesty and transparency
+- Patient-centered approach
+- Confidentiality awareness
+- Appropriate attire and presentation
+- Time management within encounter
+- Ethical behavior and decision-making
 """)
 
         prompt += "".join(criteria_sections)
         
         prompt += f"""
+
 STRUCTURE YOUR RESPONSE AS FOLLOWS:
+
 ## OVERALL WEIGHTED ASSESSMENT
-Provide an overall score based on the weighted parameters above.
+Provide an overall assessment summary based on the weighted parameters above, highlighting the key observations from this standardized patient encounter.
+
 ## DETAILED EVALUATION BY PARAMETER
 For each parameter with weight > 0, provide:
 - Parameter Name: [Name]
 - Weight: [X/10]
 - Score: [X/10]
-- Observations: [Specific behaviors observed]
-- Recommendations: [Specific improvements]
+- Specific Observations: [What was observed in the encounter]
+- Strengths: [What was done well]
+- Areas for Improvement: [Specific recommendations]
+
 ## KEY STRENGTHS
-Top 3-5 strengths observed (prioritize based on weighted parameters)
+Top 3-5 strengths observed in this clinical encounter (prioritize based on weighted parameters)
+
 ## CRITICAL IMPROVEMENTS NEEDED
-Top 3-5 areas needing improvement (prioritize based on weighted parameters)
+Top 3-5 areas needing improvement for future SP encounters (prioritize based on weighted parameters)
+
 ## WEIGHTED FINAL SCORE
 Calculate the weighted average score:
+- History Taking: {history_taking_weight}/10 weight × [score]/10
 - Communication: {communication_weight}/10 weight × [score]/10
-- Teamwork: {teamwork_weight}/10 weight × [score]/10
-- Safety: {safety_weight}/10 weight × [score]/10
-- Emergency Response: {emergency_weight}/10 weight × [score]/10
-- Leadership: {leadership_weight}/10 weight × [score]/10
+- Clinical Reasoning: {clinical_reasoning_weight}/10 weight × [score]/10
+- Physical Examination: {physical_exam_weight}/10 weight × [score]/10
+- Professionalism: {professionalism_weight}/10 weight × [score]/10
+
 TOTAL WEIGHTED SCORE: [X]/10
 Performance Level: [Exemplary (8.5-10)/Proficient (7-8.4)/Developing (5-6.9)/Needs Improvement (0-4.9)]
+OSCE Station Result: [Pass/Borderline/Fail based on score]
+
 ## AUDIO SUMMARY
-[Create a 60-second spoken summary focusing on the overall weighted score, top strengths in high-weight areas, critical improvements in high-weight areas, and 2-3 actionable recommendations. Write in natural, conversational tone for text-to-speech.]
+[Create a 60-second spoken summary focusing on: the overall weighted score, top strengths demonstrated in this SP encounter, critical improvements needed for future clinical encounters, and 2-3 actionable recommendations for the learner. Write in natural, conversational tone suitable for text-to-speech feedback.]
 """
         
         return prompt
@@ -367,8 +406,8 @@ Performance Level: [Exemplary (8.5-10)/Proficient (7-8.4)/Developing (5-6.9)/Nee
             )
 
             # Add title
-            elements.append(Paragraph("Healthcare Team Assessment Report", title_style))
-            elements.append(Paragraph("(Customized Evaluation Parameters)", body_style))
+            elements.append(Paragraph("Standardized Patient Encounter Assessment Report", title_style))
+            elements.append(Paragraph("(OSCE-Style Clinical Skills Evaluation)", body_style))
             elements.append(Spacer(1, 12))
 
             # Add timestamp
@@ -377,12 +416,12 @@ Performance Level: [Exemplary (8.5-10)/Proficient (7-8.4)/Developing (5-6.9)/Nee
             elements.append(Spacer(1, 20))
             
             # Add parameter settings
-            elements.append(Paragraph("<b>Evaluation Parameters Used:</b>", heading_style))
-            elements.append(Paragraph(f"Communication Effectiveness: {param1}/10", body_style))
-            elements.append(Paragraph(f"Teamwork and Collaboration: {param2}/10", body_style))
-            elements.append(Paragraph(f"Safety Protocols: {param3}/10", body_style))
-            elements.append(Paragraph(f"Emergency Response: {param4}/10", body_style))
-            elements.append(Paragraph(f"Leadership and Roles: {param5}/10", body_style))
+            elements.append(Paragraph("<b>OSCE Evaluation Parameters Used:</b>", heading_style))
+            elements.append(Paragraph(f"History Taking and Interview Skills: {param1}/10", body_style))
+            elements.append(Paragraph(f"Communication and Rapport: {param2}/10", body_style))
+            elements.append(Paragraph(f"Clinical Reasoning and Assessment: {param3}/10", body_style))
+            elements.append(Paragraph(f"Physical Examination Technique: {param4}/10", body_style))
+            elements.append(Paragraph(f"Professionalism and Empathy: {param5}/10", body_style))
             elements.append(Spacer(1, 20))
 
             # Process the assessment text into PDF-friendly format
@@ -416,12 +455,12 @@ Performance Level: [Exemplary (8.5-10)/Proficient (7-8.4)/Developing (5-6.9)/Nee
             print(f"PDF generation failed: {str(e)}")
             # Fallback to text file
             temp_txt = tempfile.NamedTemporaryFile(delete=False, suffix='.txt', mode='w')
-            temp_txt.write("Healthcare Team Assessment Report\n")
-            temp_txt.write("(Customized Evaluation Parameters)\n")
+            temp_txt.write("Standardized Patient Encounter Assessment Report\n")
+            temp_txt.write("(OSCE-Style Clinical Skills Evaluation)\n")
             temp_txt.write("="*60 + "\n")
             temp_txt.write(f"Date: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}\n")
             temp_txt.write("="*60 + "\n\n")
-            temp_txt.write(f"Parameters: Communication={param1}, Teamwork={param2}, Safety={param3}, Emergency={param4}, Leadership={param5}\n\n")
+            temp_txt.write(f"Parameters: History Taking={param1}, Communication={param2}, Clinical Reasoning={param3}, Physical Exam={param4}, Professionalism={param5}\n\n")
             temp_txt.write(assessment_text)
             temp_txt.close()
             return temp_txt.name
@@ -625,8 +664,8 @@ def process_video_core(video, resize_option, assessor, param1, param2, param3, p
                 print(f"Resized video: {new_file_size_mb:.1f}MB (saved {file_size_mb - new_file_size_mb:.1f}MB)")
 
         # Start assessment with parameters
-        print(f"Starting Healthcare Team Assessment...")
-        print(f"Parameters: Communication={param1}, Teamwork={param2}, Safety={param3}, Emergency={param4}, Leadership={param5}")
+        print(f"Starting Standardized Patient Encounter Assessment...")
+        print(f"Parameters: History Taking={param1}, Communication={param2}, Clinical Reasoning={param3}, Physical Exam={param4}, Professionalism={param5}")
 
         assessment_result, p1, p2, p3, p4, p5 = assessor.analyze_video(video_to_process, param1, param2, param3, param4, param5)
 
@@ -657,7 +696,7 @@ def process_video_core(video, resize_option, assessor, param1, param2, param3, p
         # Create enhanced visual summary HTML with parameter information
         summary_html = f"""
         <div style="max-width:800px; margin:20px auto; padding:30px; border-radius:15px; box-shadow:0 2px 10px rgba(0,0,0,0.08); background:white;">
-            <h2 style="text-align:center; color:#111827; margin-bottom:30px; font-weight:600;">Customized Assessment Summary</h2>
+            <h2 style="text-align:center; color:#111827; margin-bottom:30px; font-weight:600;">Standardized Patient Assessment Summary</h2>
             
             <div style="background:#F0F9FF; padding:20px; border-radius:10px; margin-bottom:30px; border:1px solid #BAE6FD;">
                 <h3 style="color:#0369A1; margin-top:0; margin-bottom:15px; font-weight:600;">Overall Weighted Assessment</h3>
@@ -667,7 +706,7 @@ def process_video_core(video, resize_option, assessor, param1, param2, param3, p
             <div style="display:flex; justify-content:space-around; margin:30px 0;">
                 <div style="text-align:center;">
                     <div style="font-size:48px; font-weight:bold; color:{color};">{weighted_score:.1f}/10</div>
-                    <div style="color:#4B5563; margin-top:10px; font-weight:500;">Weighted Score</div>
+                    <div style="color:#4B5563; margin-top:10px; font-weight:500;">OSCE Score</div>
                 </div>
                 <div style="text-align:center;">
                     <div style="font-size:48px; font-weight:bold; color:{color};">{percentage:.0f}%</div>
@@ -678,10 +717,10 @@ def process_video_core(video, resize_option, assessor, param1, param2, param3, p
                 <div style="font-size:24px; font-weight:bold; color:{color};">Performance Level: {level}</div>
             </div>
             <div style="margin-top:30px;">
-                <h3 style="color:#111827; margin-bottom:20px; font-weight:600;">Your Evaluation Parameters:</h3>
+                <h3 style="color:#111827; margin-bottom:20px; font-weight:600;">Your OSCE Evaluation Parameters:</h3>
                 <div style="background:#F8FAFC; padding:20px; border-radius:10px; border:1px solid #E2E8F0;">
                     <div style="display:flex; justify-content:space-between; margin:10px 0;">
-                        <span style="color:#374151; font-weight:500;">Communication Effectiveness:</span>
+                        <span style="color:#374151; font-weight:500;">History Taking & Interview:</span>
                         <span style="color:#111827; font-weight:bold;">{param1}/10</span>
                     </div>
                     <div style="height:8px; background:#E5E7EB; border-radius:4px; margin:5px 0;">
@@ -689,7 +728,7 @@ def process_video_core(video, resize_option, assessor, param1, param2, param3, p
                     </div>
                     
                     <div style="display:flex; justify-content:space-between; margin:10px 0; margin-top:20px;">
-                        <span style="color:#374151; font-weight:500;">Teamwork and Collaboration:</span>
+                        <span style="color:#374151; font-weight:500;">Communication & Rapport:</span>
                         <span style="color:#111827; font-weight:bold;">{param2}/10</span>
                     </div>
                     <div style="height:8px; background:#E5E7EB; border-radius:4px; margin:5px 0;">
@@ -697,7 +736,7 @@ def process_video_core(video, resize_option, assessor, param1, param2, param3, p
                     </div>
                     
                     <div style="display:flex; justify-content:space-between; margin:10px 0; margin-top:20px;">
-                        <span style="color:#374151; font-weight:500;">Safety Protocols:</span>
+                        <span style="color:#374151; font-weight:500;">Clinical Reasoning:</span>
                         <span style="color:#111827; font-weight:bold;">{param3}/10</span>
                     </div>
                     <div style="height:8px; background:#E5E7EB; border-radius:4px; margin:5px 0;">
@@ -705,7 +744,7 @@ def process_video_core(video, resize_option, assessor, param1, param2, param3, p
                     </div>
                     
                     <div style="display:flex; justify-content:space-between; margin:10px 0; margin-top:20px;">
-                        <span style="color:#374151; font-weight:500;">Emergency Response:</span>
+                        <span style="color:#374151; font-weight:500;">Physical Examination:</span>
                         <span style="color:#111827; font-weight:bold;">{param4}/10</span>
                     </div>
                     <div style="height:8px; background:#E5E7EB; border-radius:4px; margin:5px 0;">
@@ -713,18 +752,18 @@ def process_video_core(video, resize_option, assessor, param1, param2, param3, p
                     </div>
                     
                     <div style="display:flex; justify-content:space-between; margin:10px 0; margin-top:20px;">
-                        <span style="color:#374151; font-weight:500;">Leadership and Roles:</span>
+                        <span style="color:#374151; font-weight:500;">Professionalism & Empathy:</span>
                         <span style="color:#111827; font-weight:bold;">{param5}/10</span>
                     </div>
                     <div style="height:8px; background:#E5E7EB; border-radius:4px; margin:5px 0;">
-                        <div style="height:100%; background:#60A5FA; border-radius:4px; width:{param5*10}%;"></div>
+                        <div style="height:100%; background:#8B5CF6; border-radius:4px; width:{param5*10}%;"></div>
                     </div>
                 </div>
             </div>
             <div style="margin-top:30px; padding:20px; background:#FFF7ED; border-radius:10px; border-left:4px solid #EA580C;">
                 <p style="text-align:center; color:#431407; margin:0; font-weight:600;">
                     Listen to the 1-minute audio summary for key findings<br>
-                    Download the PDF report for complete documentation
+                    Download the PDF report for complete OSCE documentation
                 </p>
             </div>
         </div>
@@ -743,15 +782,19 @@ def process_video(video, resize_option, param1, param2, param3, param4, param5):
     return process_video_with_gpu(video, resize_option, param1, param2, param3, param4, param5)
 
 # Create and launch the Gradio interface with parameter controls
-print("Launching Healthcare Assessment Tool with Custom Parameters...")
+print("Launching Standardized Patient Assessment Tool...")
 
-with gr.Blocks(title="Healthcare Team Assessment Tool", theme=gr.themes.Soft()) as demo:
+with gr.Blocks(title="Standardized Patient Assessment Tool", theme=gr.themes.Soft()) as demo:
 
     gr.Markdown("""
-    # Healthcare Team Assessment Tool
+    # Standardized Patient Encounter Assessment Tool
+    
+    **OSCE-Style Clinical Skills Evaluation with Customizable Parameters**
+    
+    This tool analyzes Standardized Patient (SP) encounter videos and evaluates clinical competencies
+    based on your prioritized assessment criteria. Perfect for medical education, nursing programs,
+    and healthcare professional training.
     
-    **Customize your video evaluation with 5 key parameters to focus on what matters most to your team**
-    This tool allows you to adjust the evaluation weights for different aspects of healthcare team performance.
     Set higher values for areas you want to prioritize in the assessment.
     ---
     """)
@@ -798,61 +841,61 @@ with gr.Blocks(title="Healthcare Team Assessment Tool", theme=gr.themes.Soft())
             )
             
             gr.Markdown("### Evaluation Parameters")
-            gr.Markdown("**Set the importance (0-10) for each assessment area:**")
+            gr.Markdown("**Set the importance (0-10) for each OSCE assessment area:**")
             
-            # Add the 5 parameter sliders
+            # Add the 5 parameter sliders for SP encounters
             param1_slider = gr.Slider(
                 minimum=0, 
                 maximum=10, 
                 value=8, 
                 step=1,
-                label="Communication Effectiveness",
-                info="Clear verbal communication, active listening, information sharing"
+                label="History Taking & Interview Skills",
+                info="HPI, PMH, medications, allergies, social history, ROS, questioning technique"
             )
             
             param2_slider = gr.Slider(
                 minimum=0, 
                 maximum=10, 
-                value=7, 
+                value=9, 
                 step=1,
-                label="Teamwork & Collaboration",
-                info="Team coordination, mutual support, collaborative problem-solving"
+                label="Communication & Rapport",
+                info="Introduction, active listening, patient-friendly language, non-verbal cues"
             )
             
             param3_slider = gr.Slider(
                 minimum=0, 
                 maximum=10, 
-                value=6, 
+                value=7, 
                 step=1,
-                label="Safety Protocols",
-                info="Patient safety measures, infection control, risk identification"
+                label="Clinical Reasoning & Assessment",
+                info="Differential diagnosis, red flags, diagnostic thinking, clinical frameworks"
             )
             
             param4_slider = gr.Slider(
                 minimum=0, 
                 maximum=10, 
-                value=9, 
+                value=6, 
                 step=1,
-                label="Emergency Response",
-                info="Response time, priority setting, critical intervention timing"
+                label="Physical Examination Technique",
+                info="Hand hygiene, systematic approach, correct technique, patient comfort"
             )
             
             param5_slider = gr.Slider(
                 minimum=0, 
                 maximum=10, 
-                value=5, 
+                value=8, 
                 step=1,
-                label="Leadership & Roles",
-                info="Role assignments, leadership presence, delegation effectiveness"
+                label="Professionalism & Empathy",
+                info="Patient dignity, empathetic responses, cultural sensitivity, ethics"
             )
 
             gr.Markdown("""
             ### Instructions:
-            1. **Set your evaluation parameters** (higher = more important)
-            2. **Select video resolution** (lower = faster)
-            3. **Upload** or **Record** a video
+            1. **Set your OSCE evaluation parameters** (higher = more important)
+            2. **Select video resolution** (lower = faster processing)
+            3. **Upload** a recorded SP encounter or **Record** live
             4. Click **Analyze Video** to start assessment
-            5. Review results weighted by your priorities
+            5. Review OSCE-style results weighted by your priorities
             """)
 
         with gr.Column(scale=2):
@@ -893,18 +936,23 @@ with gr.Blocks(title="Healthcare Team Assessment Tool", theme=gr.themes.Soft())
     # Footer
     gr.Markdown("""
     ---
-    ### About Customizable Assessment
-    This tool uses Google's Gemini AI to evaluate healthcare team performance based on YOUR priorities.
+    ### About Standardized Patient Assessment
+    This tool uses Google's Gemini AI to evaluate clinical encounters based on OSCE-style criteria.
+    
+    **Evaluation Parameters:**
+    - **History Taking (8-10)**: Essential for diagnostic encounters
+    - **Communication (8-10)**: Critical for all patient interactions  
+    - **Clinical Reasoning (6-8)**: Important for diagnostic scenarios
+    - **Physical Exam (4-7)**: Weight based on encounter type
+    - **Professionalism (7-9)**: Always important in clinical settings
     
-    **How Parameters Work:**
-    - Higher values (8-10) = Critical importance in evaluation
-    - Medium values (4-7) = Moderate importance
-    - Lower values (0-3) = Less emphasis in assessment
-    - Set to 0 to exclude from evaluation
+    **OSCE Scoring:**
+    - Exemplary (8.5-10): Exceeds expectations - Clear Pass
+    - Proficient (7-8.4): Meets expectations - Pass
+    - Developing (5-6.9): Borderline performance - Borderline Pass
+    - Needs Improvement (0-4.9): Below expectations - Fail
     
-    The final score is weighted based on your parameter settings, ensuring the assessment 
-    focuses on what matters most to your training objectives.
-    **Powered by Google Gemini 2.0 Flash | ZeroGPU on HuggingFace Spaces**
+    **Powered by Google Gemini 2.0 Flash | Designed for Medical Education**
     """)
 
     # Auto-save video when recording stops