Update app.py
Browse files
    	
        app.py
    CHANGED
    
    | @@ -13,7 +13,6 @@ import numpy as np | |
| 13 | 
             
            import cv2
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            import threading
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            import queue
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| 16 | 
            -
            from io import BytesIO
         | 
| 17 |  | 
| 18 | 
             
            # Page configuration
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            st.set_page_config(
         | 
| @@ -23,124 +22,42 @@ st.set_page_config( | |
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                initial_sidebar_state="expanded"
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            )
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            -
            # Custom CSS for  | 
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            st.markdown("""
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            <style>
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                .main-header {
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                    background: linear-gradient( | 
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                    padding:  | 
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                    border-radius:  | 
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                    color: white;
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                    text-align: center;
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                    margin-bottom:  | 
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                    box-shadow: 0 10px 20px rgba(0,0,0,0.1);
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                }
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                .main-header h1 {
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                    margin: 0;
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                    font-size: 2.5rem;
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                    font-weight: 700;
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                }
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                .main-header p {
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                    margin-top: 0.5rem;
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                    opacity: 0.95;
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            -
                    font-size: 1.1rem;
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                }
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                .assessment-box {
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                    background:  | 
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                    padding:  | 
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                    border-radius:  | 
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                    border-left: 5px solid # | 
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                    margin:  | 
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                }
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                .competency-item {
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                    background:  | 
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                    padding:  | 
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                    margin:  | 
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                    border-radius: 8px;
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                    border-left: 4px solid # | 
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                    transition: transform 0.2s;
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                }
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                .competency-item:hover {
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                    transform: translateX(5px);
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                }
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                .score-display {
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                    text-align: center;
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                    padding:  | 
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                    background: white;
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                    border-radius:  | 
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                    box-shadow: 0  | 
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                    margin:  | 
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                }
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                .stButton > button {
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                    border-radius: 8px;
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                    font-weight: 600;
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                    transition: all 0.3s;
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                }
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                .stButton > button:hover {
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                    transform: translateY(-2px);
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                    box-shadow: 0 5px 15px rgba(0,0,0,0.2);
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                }
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                .recording-status {
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                    padding: 1rem;
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                    border-radius: 10px;
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                    margin: 1rem 0;
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                    text-align: center;
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                    font-weight: 600;
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                }
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                .recording-active {
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                    background: #fee2e2;
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                    color: #dc2626;
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                    border: 2px solid #dc2626;
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                    animation: pulse 2s infinite;
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                }
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                .recording-complete {
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                    background: #d1fae5;
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                    color: #059669;
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                    border: 2px solid #059669;
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                }
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                @keyframes pulse {
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                    0% { opacity: 1; }
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                    50% { opacity: 0.7; }
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                    100% { opacity: 1; }
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                }
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            </style>
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            """, unsafe_allow_html=True)
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| 108 |  | 
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            -
            # Initialize session state
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            if "recording" not in st.session_state:
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                st.session_state.recording = False
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            if "recorded_video_data" not in st.session_state:
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                st.session_state.recorded_video_data = None
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            if "video_processor" not in st.session_state:
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                st.session_state.video_processor = None
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            if "assessment_result" not in st.session_state:
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                st.session_state.assessment_result = None
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             | 
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            class VideoProcessor:
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                def __init__(self):
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                    self.frames = []
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                    self.recording = False
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                def recv(self, frame):
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                    img = frame.to_ndarray(format="bgr24")
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                    if self.recording:
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                        self.frames.append(img)
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                        # Add recording indicator
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                        cv2.putText(img, "RECORDING", (30, 30), 
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                                   cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 0, 255), 2)
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                        cv2.circle(img, (15, 30), 5, (0, 0, 255), -1)
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                    return av.VideoFrame.from_ndarray(img, format="bgr24")
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                def start_recording(self):
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                    self.frames = []
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                    self.recording = True
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                def stop_recording(self):
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                    self.recording = False
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                    return self.frames
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            -
             | 
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            # CICE Assessment Class
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            class CICE_Assessment:
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                def __init__(self, api_key):
         | 
| @@ -159,7 +76,7 @@ class CICE_Assessment: | |
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                    temp_path = None
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                    try:
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                        # Save uploaded file to temporary location
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            -
                        with tempfile.NamedTemporaryFile(delete=False, suffix='. | 
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                            tmp_file.write(video_file.read())
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                            temp_path = tmp_file.name
         | 
| 165 |  | 
| @@ -169,28 +86,17 @@ class CICE_Assessment: | |
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                        # Wait for processing
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                        max_wait = 300
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                        wait_time = 0
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                        progress_bar = st.progress(0)
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                        status_text = st.empty()
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                        while uploaded_file.state.name == "PROCESSING" and wait_time < max_wait:
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                            time.sleep(3)
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                            wait_time += 3
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                            progress = min(wait_time / max_wait, 0.9)
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                            progress_bar.progress(progress)
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                            status_text.text(f"Processing video... {wait_time}s / {max_wait}s")
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                            uploaded_file = genai.get_file(uploaded_file.name)
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                        progress_bar.progress(1.0)
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                        status_text.text("Video processing complete!")
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                        if uploaded_file.state.name == "FAILED":
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                            raise Exception("Video processing failed")
         | 
| 188 |  | 
| 189 | 
             
                        # The 18-point CICE 2.0 assessment prompt
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                        prompt = """Analyze this healthcare team interaction video and provide a comprehensive assessment based on the CICE 2.0 instrument's 18 interprofessional competencies.
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            -
                        
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                        For EACH of the following 18 competencies, clearly state whether it was "OBSERVED" or "NOT OBSERVED" and provide specific examples with timestamps when possible:
         | 
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                        1. IDENTIFIES FACTORS INFLUENCING HEALTH STATUS
         | 
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                        2. IDENTIFIES TEAM GOALS FOR THE PATIENT
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                        3. PRIORITIZES GOALS FOCUSED ON IMPROVING HEALTH OUTCOMES
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| @@ -209,27 +115,20 @@ class CICE_Assessment: | |
| 209 | 
             
                        16. REFLECTS ON STRENGTHS OF TEAM INTERACTIONS
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                        17. REFLECTS ON CHALLENGES OF TEAM INTERACTIONS
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                        18. IDENTIFIES HOW TO IMPROVE TEAM EFFECTIVENESS
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            -
                        
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                        STRUCTURE YOUR RESPONSE AS FOLLOWS:
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            -
                        
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                        ## OVERALL ASSESSMENT
         | 
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                        Provide a brief overview of the team interaction quality and professionalism.
         | 
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            -
                        
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                        ## DETAILED COMPETENCY EVALUATION
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                        For each of the 18 competencies, format as:
         | 
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                        Competency [number]: [name]
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                        Status: [OBSERVED/NOT OBSERVED]
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                        Evidence: [Specific examples from the video, or explanation of why it wasn't observed]
         | 
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            -
                        
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                        ## STRENGTHS
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                        List 3-5 key strengths observed in the team interaction
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            -
                        
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                        ## AREAS FOR IMPROVEMENT
         | 
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                        List 3-5 specific areas where the team could improve
         | 
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            -
                        
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                        ## RECOMMENDATIONS
         | 
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                        Provide 3-5 actionable recommendations for enhancing team collaboration and patient care
         | 
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            -
                        
         | 
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                        ## FINAL SCORE
         | 
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                        Competencies Observed: X/18
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                        Overall Performance Level: [Exemplary/Proficient/Developing/Needs Improvement]"""
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| @@ -241,8 +140,6 @@ class CICE_Assessment: | |
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                        # Clean up temporary file
         | 
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                        if temp_path and os.path.exists(temp_path):
         | 
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                            os.unlink(temp_path)
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            -
                        progress_bar.empty()
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                        status_text.empty()
         | 
| 246 |  | 
| 247 | 
             
                def generate_audio_feedback(self, text):
         | 
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                    """Convert assessment text to audio feedback"""
         | 
| @@ -256,12 +153,18 @@ class CICE_Assessment: | |
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                        # Generate audio with gTTS
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                        tts = gTTS(text=clean_text, lang='en', slow=False)
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                        # Save to  | 
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                        tts. | 
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                         | 
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                        return  | 
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                    except Exception as e:
         | 
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                        st.error(f"β οΈ Audio generation failed: {str(e)}")
         | 
| @@ -270,6 +173,8 @@ class CICE_Assessment: | |
| 270 | 
             
            def parse_assessment_score(assessment_text):
         | 
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                """Parse the assessment text to extract score"""
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                try:
         | 
|  | |
|  | |
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                    pattern = r'(\d+)/18'
         | 
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                    match = re.search(pattern, assessment_text)
         | 
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                    if match:
         | 
| @@ -294,37 +199,44 @@ def parse_assessment_score(assessment_text): | |
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                    pass
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                return 0, 0, "Unknown", "#6b7280"
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            def main():
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                # Header
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| @@ -352,270 +264,351 @@ def main(): | |
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                    st.markdown("---")
         | 
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                    st.markdown("""
         | 
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                    ### π CICE 2.0 Competencies
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            -
                    
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            -
                    **Communication & Teamwork:**
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                    1. Health Status Factors
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                    2. Team Goals Identification
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                    3. Goal Prioritization
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                    4. Role Verbalization
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                    5. Seeking Guidance
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                    **Professional Interaction:**
         | 
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                    6. Cost-Effective Communication
         | 
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                    7. Expertise-Based Questions
         | 
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                    8. Avoiding Jargon
         | 
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                    9. Explaining Terminology
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                    10. Clear Role Communication
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            -
                    
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                    **Collaboration Skills:**
         | 
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                    11. Active Listening
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                    12. Soliciting Perspectives
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                    13. Recognizing Contributions
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                    14. Team Respect
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                    15. Conflict Resolution
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            -
                    
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                    **Reflection & Improvement:**
         | 
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                    16. Strength Reflection
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                    17. Challenge Reflection
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                    18. Improvement Identification
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                    """)
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                # Main content | 
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                 | 
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                with  | 
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                    st.header(" | 
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                    col1, col2 = st.columns([3, 1])
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                            st.info("πΉ Click **Start Recording** to begin capturing your healthcare team interaction")
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                        elif st.session_state.recording:
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                            st.markdown('<div class="recording-status recording-active">π΄ Recording in Progress...</div>', 
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                                      unsafe_allow_html=True)
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                        elif st.session_state.recorded_video_data:
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                            st.markdown('<div class="recording-status recording-complete">β
 Recording Complete!</div>', 
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                                      unsafe_allow_html=True)
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                    with  | 
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                                st.session_state.recording = True
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                                if st.session_state.video_processor:
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                                    st.session_state.video_processor.start_recording()
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                                st.rerun()
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                            if st.button("βΉοΈ Stop Recording", key="stop_btn", type="primary", use_container_width=True):
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                                st.session_state.recording = False
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                                if st.session_state.video_processor:
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                                    frames = st.session_state.video_processor.stop_recording()
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                                    if frames:
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                                        video_bytes = save_frames_to_video(frames)
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                                        st.session_state.recorded_video_data = video_bytes
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                                        st.success(f"Recording saved! Captured {len(frames)} frames")
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                                st.rerun()
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                        elif st.session_state.recorded_video_data:
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                            if st.button("π New Recording", key="new_rec_btn", use_container_width=True):
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                                st.session_state.recorded_video_data = None
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                                st.session_state.recording = False
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                                if st.session_state.video_processor:
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                                    st.session_state.video_processor.frames = []
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                                st.rerun()
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                    # Video display area
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                    if st.session_state.recorded_video_data:
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                        st.subheader("πΉ Recorded Video")
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                        st.video(st.session_state.recorded_video_data)
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                        # Process button
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                        col1, col2, col3 = st.columns([1, 2, 1])
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                        with col2:
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                            if st.button("π Analyze with CICE 2.0", key="analyze_recorded", 
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                                       type="primary", use_container_width=True):
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                                if not api_key:
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                                    st.error("β Please enter your Google Gemini API key in the sidebar")
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                                else:
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                                    try:
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                                        # Create file-like object
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                                        video_file = BytesIO(st.session_state.recorded_video_data)
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                                        video_file.seek(0)
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                                        assessor = CICE_Assessment(api_key)
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                                        with st.spinner("π€ Analyzing video with CICE 2.0 framework..."):
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                                            assessment_result = assessor.analyze_video(video_file)
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                                            st.session_state.assessment_result = assessment_result
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                                            st.success("β
 Analysis complete! Check the Results tab")
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            -
                                            
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                                    except Exception as e:
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                                        st.error(f"β Error: {str(e)}")
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                    else:
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                        # WebRTC streamer for recording
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                        rtc_configuration = RTCConfiguration({
         | 
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                            "iceServers": [{"urls": ["stun:stun.l.google.com:19302"]}]
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                        })
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                                },
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            -
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| 489 |  | 
| 490 | 
            -
                         | 
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|  | |
| 491 | 
             
                            st.video(uploaded_file)
         | 
| 492 | 
            -
                        
         | 
| 493 | 
            -
                        with col2:
         | 
| 494 | 
            -
                            st.info(f"**File:** {uploaded_file.name}")
         | 
| 495 | 
            -
                            st.info(f"**Size:** {uploaded_file.size / 1024 / 1024:.2f} MB")
         | 
| 496 |  | 
| 497 | 
            -
                             | 
| 498 | 
            -
             | 
| 499 | 
             
                                if not api_key:
         | 
| 500 | 
            -
                                    st.error("β Please enter your API key")
         | 
| 501 | 
             
                                else:
         | 
| 502 | 
            -
                                     | 
| 503 | 
            -
                                        assessor = CICE_Assessment(api_key)
         | 
| 504 | 
            -
                                        with st.spinner("π€ Analyzing video..."):
         | 
| 505 | 
            -
                                            uploaded_file.seek(0)
         | 
| 506 | 
            -
                                            assessment_result = assessor.analyze_video(uploaded_file)
         | 
| 507 | 
            -
                                            st.session_state.assessment_result = assessment_result
         | 
| 508 | 
            -
                                            st.success("β
 Analysis complete! Check the Results tab")
         | 
| 509 | 
            -
                                    except Exception as e:
         | 
| 510 | 
            -
                                        st.error(f"β Error: {str(e)}")
         | 
| 511 |  | 
| 512 | 
            -
                with  | 
| 513 | 
            -
                     | 
| 514 | 
            -
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| 532 | 
             
                            </div>
         | 
| 533 | 
            -
                            <div style="text-align: center; | 
| 534 | 
            -
                                <div style="font-size:  | 
|  | |
| 535 | 
             
                            </div>
         | 
| 536 | 
             
                        </div>
         | 
| 537 | 
            -
                        "" | 
| 538 | 
            -
             | 
| 539 | 
            -
                         | 
| 540 | 
            -
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            -
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            -
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| 548 | 
            -
             | 
|  | |
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|  | |
| 549 | 
             
            {'='*60}
         | 
| 550 | 
             
            Assessment Date: {timestamp}
         | 
|  | |
| 551 | 
             
            Overall Score: {observed}/18 ({percentage:.1f}%)
         | 
| 552 | 
             
            Performance Level: {level}
         | 
| 553 | 
             
            {'='*60}
         | 
| 554 | 
            -
             | 
| 555 | 
             
            {assessment_result}
         | 
| 556 | 
            -
             | 
| 557 | 
             
            {'='*60}
         | 
| 558 | 
             
            Generated by CICE 2.0 Healthcare Assessment Tool
         | 
| 559 | 
             
            Powered by Google Gemini AI
         | 
| 560 | 
             
            {'='*60}"""
         | 
| 561 | 
            -
             | 
| 562 | 
            -
             | 
| 563 | 
            -
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| 564 | 
            -
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| 565 | 
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                         | 
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|  | |
| 568 | 
             
                            st.download_button(
         | 
| 569 | 
            -
                                label=" | 
| 570 | 
            -
                                data= | 
| 571 | 
            -
                                file_name=f" | 
| 572 | 
            -
                                mime=" | 
| 573 | 
            -
                                 | 
| 574 | 
             
                            )
         | 
| 575 | 
            -
             | 
| 576 | 
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            -
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| 603 | 
            -
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|  | |
| 604 | 
             
                                try:
         | 
| 605 | 
            -
                                     | 
| 606 | 
            -
             | 
| 607 | 
            -
                                        
         | 
| 608 | 
            -
                                         | 
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| 609 |  | 
| 610 | 
            -
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            -
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            -
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            -
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            -
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            -
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| 616 | 
            -
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| 617 | 
            -
                     | 
| 618 | 
            -
             | 
|  | |
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|  | |
|  | |
|  | |
|  | |
| 619 |  | 
| 620 | 
             
            if __name__ == "__main__":
         | 
| 621 | 
            -
                main()
         | 
|  | |
| 13 | 
             
            import cv2
         | 
| 14 | 
             
            import threading
         | 
| 15 | 
             
            import queue
         | 
|  | |
| 16 |  | 
| 17 | 
             
            # Page configuration
         | 
| 18 | 
             
            st.set_page_config(
         | 
|  | |
| 22 | 
             
                initial_sidebar_state="expanded"
         | 
| 23 | 
             
            )
         | 
| 24 |  | 
| 25 | 
            +
            # Custom CSS for styling
         | 
| 26 | 
             
            st.markdown("""
         | 
| 27 | 
             
            <style>
         | 
| 28 | 
             
                .main-header {
         | 
| 29 | 
            +
                    background: linear-gradient(90deg, #0066cc, #004499);
         | 
| 30 | 
            +
                    padding: 20px;
         | 
| 31 | 
            +
                    border-radius: 10px;
         | 
| 32 | 
             
                    color: white;
         | 
| 33 | 
             
                    text-align: center;
         | 
| 34 | 
            +
                    margin-bottom: 30px;
         | 
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
| 35 | 
             
                }
         | 
| 36 | 
             
                .assessment-box {
         | 
| 37 | 
            +
                    background: #f0fdf4;
         | 
| 38 | 
            +
                    padding: 20px;
         | 
| 39 | 
            +
                    border-radius: 10px;
         | 
| 40 | 
            +
                    border-left: 5px solid #059669;
         | 
| 41 | 
            +
                    margin: 20px 0;
         | 
| 42 | 
             
                }
         | 
| 43 | 
             
                .competency-item {
         | 
| 44 | 
            +
                    background: #f8fafc;
         | 
| 45 | 
            +
                    padding: 15px;
         | 
| 46 | 
            +
                    margin: 10px 0;
         | 
| 47 | 
             
                    border-radius: 8px;
         | 
| 48 | 
            +
                    border-left: 4px solid #0891b2;
         | 
|  | |
|  | |
|  | |
|  | |
| 49 | 
             
                }
         | 
| 50 | 
             
                .score-display {
         | 
| 51 | 
             
                    text-align: center;
         | 
| 52 | 
            +
                    padding: 30px;
         | 
| 53 | 
             
                    background: white;
         | 
| 54 | 
            +
                    border-radius: 15px;
         | 
| 55 | 
            +
                    box-shadow: 0 4px 6px rgba(0,0,0,0.1);
         | 
| 56 | 
            +
                    margin: 20px 0;
         | 
|  | |
|  | |
|  | |
|  | |
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|  | |
|  | |
|  | |
| 57 | 
             
                }
         | 
| 58 | 
             
            </style>
         | 
| 59 | 
             
            """, unsafe_allow_html=True)
         | 
| 60 |  | 
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
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|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
| 61 | 
             
            # CICE Assessment Class
         | 
| 62 | 
             
            class CICE_Assessment:
         | 
| 63 | 
             
                def __init__(self, api_key):
         | 
|  | |
| 76 | 
             
                    temp_path = None
         | 
| 77 | 
             
                    try:
         | 
| 78 | 
             
                        # Save uploaded file to temporary location
         | 
| 79 | 
            +
                        with tempfile.NamedTemporaryFile(delete=False, suffix='.webm') as tmp_file:
         | 
| 80 | 
             
                            tmp_file.write(video_file.read())
         | 
| 81 | 
             
                            temp_path = tmp_file.name
         | 
| 82 |  | 
|  | |
| 86 | 
             
                        # Wait for processing
         | 
| 87 | 
             
                        max_wait = 300
         | 
| 88 | 
             
                        wait_time = 0
         | 
|  | |
|  | |
|  | |
| 89 | 
             
                        while uploaded_file.state.name == "PROCESSING" and wait_time < max_wait:
         | 
| 90 | 
             
                            time.sleep(3)
         | 
| 91 | 
             
                            wait_time += 3
         | 
|  | |
|  | |
|  | |
| 92 | 
             
                            uploaded_file = genai.get_file(uploaded_file.name)
         | 
| 93 |  | 
|  | |
|  | |
|  | |
| 94 | 
             
                        if uploaded_file.state.name == "FAILED":
         | 
| 95 | 
             
                            raise Exception("Video processing failed")
         | 
| 96 |  | 
| 97 | 
             
                        # The 18-point CICE 2.0 assessment prompt
         | 
| 98 | 
             
                        prompt = """Analyze this healthcare team interaction video and provide a comprehensive assessment based on the CICE 2.0 instrument's 18 interprofessional competencies.
         | 
|  | |
| 99 | 
             
                        For EACH of the following 18 competencies, clearly state whether it was "OBSERVED" or "NOT OBSERVED" and provide specific examples with timestamps when possible:
         | 
|  | |
| 100 | 
             
                        1. IDENTIFIES FACTORS INFLUENCING HEALTH STATUS
         | 
| 101 | 
             
                        2. IDENTIFIES TEAM GOALS FOR THE PATIENT
         | 
| 102 | 
             
                        3. PRIORITIZES GOALS FOCUSED ON IMPROVING HEALTH OUTCOMES
         | 
|  | |
| 115 | 
             
                        16. REFLECTS ON STRENGTHS OF TEAM INTERACTIONS
         | 
| 116 | 
             
                        17. REFLECTS ON CHALLENGES OF TEAM INTERACTIONS
         | 
| 117 | 
             
                        18. IDENTIFIES HOW TO IMPROVE TEAM EFFECTIVENESS
         | 
|  | |
| 118 | 
             
                        STRUCTURE YOUR RESPONSE AS FOLLOWS:
         | 
|  | |
| 119 | 
             
                        ## OVERALL ASSESSMENT
         | 
| 120 | 
             
                        Provide a brief overview of the team interaction quality and professionalism.
         | 
|  | |
| 121 | 
             
                        ## DETAILED COMPETENCY EVALUATION
         | 
| 122 | 
             
                        For each of the 18 competencies, format as:
         | 
| 123 | 
             
                        Competency [number]: [name]
         | 
| 124 | 
             
                        Status: [OBSERVED/NOT OBSERVED]
         | 
| 125 | 
             
                        Evidence: [Specific examples from the video, or explanation of why it wasn't observed]
         | 
|  | |
| 126 | 
             
                        ## STRENGTHS
         | 
| 127 | 
             
                        List 3-5 key strengths observed in the team interaction
         | 
|  | |
| 128 | 
             
                        ## AREAS FOR IMPROVEMENT
         | 
| 129 | 
             
                        List 3-5 specific areas where the team could improve
         | 
|  | |
| 130 | 
             
                        ## RECOMMENDATIONS
         | 
| 131 | 
             
                        Provide 3-5 actionable recommendations for enhancing team collaboration and patient care
         | 
|  | |
| 132 | 
             
                        ## FINAL SCORE
         | 
| 133 | 
             
                        Competencies Observed: X/18
         | 
| 134 | 
             
                        Overall Performance Level: [Exemplary/Proficient/Developing/Needs Improvement]"""
         | 
|  | |
| 140 | 
             
                        # Clean up temporary file
         | 
| 141 | 
             
                        if temp_path and os.path.exists(temp_path):
         | 
| 142 | 
             
                            os.unlink(temp_path)
         | 
|  | |
|  | |
| 143 |  | 
| 144 | 
             
                def generate_audio_feedback(self, text):
         | 
| 145 | 
             
                    """Convert assessment text to audio feedback"""
         | 
|  | |
| 153 | 
             
                        # Generate audio with gTTS
         | 
| 154 | 
             
                        tts = gTTS(text=clean_text, lang='en', slow=False)
         | 
| 155 |  | 
| 156 | 
            +
                        # Save to temporary file
         | 
| 157 | 
            +
                        temp_audio = tempfile.NamedTemporaryFile(delete=False, suffix='.mp3')
         | 
| 158 | 
            +
                        tts.save(temp_audio.name)
         | 
| 159 | 
            +
                        
         | 
| 160 | 
            +
                        # Read audio data
         | 
| 161 | 
            +
                        with open(temp_audio.name, 'rb') as f:
         | 
| 162 | 
            +
                            audio_data = f.read()
         | 
| 163 | 
            +
                        
         | 
| 164 | 
            +
                        # Clean up temporary file
         | 
| 165 | 
            +
                        os.unlink(temp_audio.name)
         | 
| 166 |  | 
| 167 | 
            +
                        return audio_data
         | 
| 168 |  | 
| 169 | 
             
                    except Exception as e:
         | 
| 170 | 
             
                        st.error(f"β οΈ Audio generation failed: {str(e)}")
         | 
|  | |
| 173 | 
             
            def parse_assessment_score(assessment_text):
         | 
| 174 | 
             
                """Parse the assessment text to extract score"""
         | 
| 175 | 
             
                try:
         | 
| 176 | 
            +
                    # Look for pattern like "X/18" in the text
         | 
| 177 | 
            +
                    import re
         | 
| 178 | 
             
                    pattern = r'(\d+)/18'
         | 
| 179 | 
             
                    match = re.search(pattern, assessment_text)
         | 
| 180 | 
             
                    if match:
         | 
|  | |
| 199 | 
             
                    pass
         | 
| 200 | 
             
                return 0, 0, "Unknown", "#6b7280"
         | 
| 201 |  | 
| 202 | 
            +
            # Video recording state
         | 
| 203 | 
            +
            if "recording" not in st.session_state:
         | 
| 204 | 
            +
                st.session_state.recording = False
         | 
| 205 | 
            +
            if "recorded_frames" not in st.session_state:
         | 
| 206 | 
            +
                st.session_state.recorded_frames = []
         | 
| 207 | 
            +
            if "frame_queue" not in st.session_state:
         | 
| 208 | 
            +
                st.session_state.frame_queue = queue.Queue()
         | 
| 209 | 
            +
             | 
| 210 | 
            +
            def video_frame_callback(frame):
         | 
| 211 | 
            +
                """Callback function to process video frames during recording"""
         | 
| 212 | 
            +
                if st.session_state.recording:
         | 
| 213 | 
            +
                    img = frame.to_ndarray(format="bgr24")
         | 
| 214 | 
            +
                    st.session_state.frame_queue.put(img)
         | 
| 215 | 
            +
                return frame
         | 
| 216 | 
            +
             | 
| 217 | 
            +
            def save_recorded_video():
         | 
| 218 | 
            +
                """Save recorded frames to a video file"""
         | 
| 219 | 
            +
                if st.session_state.recorded_frames:
         | 
| 220 | 
            +
                    # Create temporary file
         | 
| 221 | 
            +
                    temp_file = tempfile.NamedTemporaryFile(delete=False, suffix='.mp4')
         | 
| 222 | 
            +
                    temp_path = temp_file.name
         | 
| 223 | 
            +
                    temp_file.close()
         | 
| 224 | 
            +
                    
         | 
| 225 | 
            +
                    # Video properties
         | 
| 226 | 
            +
                    height, width, _ = st.session_state.recorded_frames[0].shape
         | 
| 227 | 
            +
                    fourcc = cv2.VideoWriter_fourcc(*'mp4v')
         | 
| 228 | 
            +
                    fps = 20  # frames per second
         | 
| 229 | 
            +
                    
         | 
| 230 | 
            +
                    # Create video writer
         | 
| 231 | 
            +
                    out = cv2.VideoWriter(temp_path, fourcc, fps, (width, height))
         | 
| 232 | 
            +
                    
         | 
| 233 | 
            +
                    # Write frames
         | 
| 234 | 
            +
                    for frame in st.session_state.recorded_frames:
         | 
| 235 | 
            +
                        out.write(frame)
         | 
| 236 | 
            +
                    
         | 
| 237 | 
            +
                    out.release()
         | 
| 238 | 
            +
                    return temp_path
         | 
| 239 | 
            +
                return None
         | 
| 240 |  | 
| 241 | 
             
            def main():
         | 
| 242 | 
             
                # Header
         | 
|  | |
| 264 | 
             
                    st.markdown("---")
         | 
| 265 | 
             
                    st.markdown("""
         | 
| 266 | 
             
                    ### π CICE 2.0 Competencies
         | 
|  | |
|  | |
| 267 | 
             
                    1. Health Status Factors
         | 
| 268 | 
             
                    2. Team Goals Identification
         | 
| 269 | 
             
                    3. Goal Prioritization
         | 
| 270 | 
             
                    4. Role Verbalization
         | 
| 271 | 
             
                    5. Seeking Guidance
         | 
|  | |
|  | |
| 272 | 
             
                    6. Cost-Effective Communication
         | 
| 273 | 
             
                    7. Expertise-Based Questions
         | 
| 274 | 
             
                    8. Avoiding Jargon
         | 
| 275 | 
             
                    9. Explaining Terminology
         | 
| 276 | 
             
                    10. Clear Role Communication
         | 
|  | |
|  | |
| 277 | 
             
                    11. Active Listening
         | 
| 278 | 
             
                    12. Soliciting Perspectives
         | 
| 279 | 
             
                    13. Recognizing Contributions
         | 
| 280 | 
             
                    14. Team Respect
         | 
| 281 | 
             
                    15. Conflict Resolution
         | 
|  | |
|  | |
| 282 | 
             
                    16. Strength Reflection
         | 
| 283 | 
             
                    17. Challenge Reflection
         | 
| 284 | 
             
                    18. Improvement Identification
         | 
| 285 | 
             
                    """)
         | 
| 286 |  | 
| 287 | 
            +
                # Main content
         | 
| 288 | 
            +
                col1, col2 = st.columns([2, 1])
         | 
| 289 |  | 
| 290 | 
            +
                with col1:
         | 
| 291 | 
            +
                    st.header("πΉ Record or Upload Healthcare Team Video")
         | 
|  | |
|  | |
| 292 |  | 
| 293 | 
            +
                    # Tab selection for recording vs uploading
         | 
| 294 | 
            +
                    tab1, tab2 = st.tabs(["π₯ Record Video", "π Upload Video"])
         | 
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
| 295 |  | 
| 296 | 
            +
                    with tab1:
         | 
| 297 | 
            +
                        st.subheader("Live Video Recording")
         | 
| 298 | 
            +
                        st.markdown("Click **Start Recording** to activate your webcam and begin recording a healthcare team interaction.")
         | 
|  | |
|  | |
|  | |
|  | |
| 299 |  | 
| 300 | 
            +
                        # WebRTC configuration
         | 
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
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|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
| 301 | 
             
                        rtc_configuration = RTCConfiguration({
         | 
| 302 | 
             
                            "iceServers": [{"urls": ["stun:stun.l.google.com:19302"]}]
         | 
| 303 | 
             
                        })
         | 
| 304 |  | 
| 305 | 
            +
                        # Recording controls - only show when no completed recording exists
         | 
| 306 | 
            +
                        if not st.session_state.recorded_frames:
         | 
| 307 | 
            +
                            st.markdown("### π¬ Recording Controls")
         | 
| 308 | 
            +
                            col_start, col_stop, col_status = st.columns([1, 1, 2])
         | 
| 309 | 
            +
                            
         | 
| 310 | 
            +
                            with col_start:
         | 
| 311 | 
            +
                                if st.button("π΄ Start Recording", disabled=st.session_state.recording, type="primary", key="start_rec_btn"):
         | 
| 312 | 
            +
                                    st.session_state.recording = True
         | 
| 313 | 
            +
                                    st.session_state.recorded_frames = []
         | 
| 314 | 
            +
                                    # Clear the queue
         | 
| 315 | 
            +
                                    while not st.session_state.frame_queue.empty():
         | 
| 316 | 
            +
                                        st.session_state.frame_queue.get()
         | 
| 317 | 
            +
                                    st.rerun()
         | 
| 318 | 
            +
                            
         | 
| 319 | 
            +
                            with col_stop:
         | 
| 320 | 
            +
                                if st.button("βΉοΈ Stop Recording", disabled=not st.session_state.recording, type="secondary", key="stop_rec_btn"):
         | 
| 321 | 
            +
                                    st.session_state.recording = False
         | 
| 322 | 
            +
                                    
         | 
| 323 | 
            +
                                    # Collect frames from queue
         | 
| 324 | 
            +
                                    frames_collected = []
         | 
| 325 | 
            +
                                    while not st.session_state.frame_queue.empty():
         | 
| 326 | 
            +
                                        frame = st.session_state.frame_queue.get()
         | 
| 327 | 
            +
                                        frames_collected.append(frame)
         | 
| 328 | 
            +
                                    
         | 
| 329 | 
            +
                                    st.session_state.recorded_frames = frames_collected
         | 
| 330 | 
            +
                                    st.success(f"Recording stopped! Captured {len(frames_collected)} frames.")
         | 
| 331 | 
            +
                                    st.rerun()
         | 
| 332 | 
            +
                            
         | 
| 333 | 
            +
                            with col_status:
         | 
| 334 | 
            +
                                if st.session_state.recording:
         | 
| 335 | 
            +
                                    st.markdown("π΄ **Recording in progress...**")
         | 
| 336 | 
            +
                                    st.markdown("*Click Stop Recording when finished*")
         | 
| 337 | 
            +
                                else:
         | 
| 338 | 
            +
                                    st.markdown("βͺ **Ready to record**")
         | 
| 339 | 
            +
                                    st.markdown("*Click Start Recording to begin*")
         | 
| 340 | 
            +
                        
         | 
| 341 | 
            +
                        # Show recording completion status
         | 
| 342 | 
            +
                        if st.session_state.recorded_frames and not st.session_state.recording:
         | 
| 343 | 
            +
                            st.markdown("### β
 Recording Complete")
         | 
| 344 | 
            +
                            st.success(f"**Recording finished successfully!** Captured {len(st.session_state.recorded_frames)} frames")
         | 
| 345 | 
            +
                            st.info("πΉ Your video is ready for analysis. Use the Process Video button below.")
         | 
| 346 | 
            +
                        
         | 
| 347 | 
            +
                        # Only show WebRTC streamer when recording is active or about to start
         | 
| 348 | 
            +
                        if st.session_state.recording or not st.session_state.recorded_frames:
         | 
| 349 | 
            +
                            # WebRTC streamer
         | 
| 350 | 
            +
                            webrtc_ctx = webrtc_streamer(
         | 
| 351 | 
            +
                                key="video-recorder",
         | 
| 352 | 
            +
                                mode=WebRtcMode.SENDONLY,
         | 
| 353 | 
            +
                                rtc_configuration=rtc_configuration,
         | 
| 354 | 
            +
                                video_frame_callback=video_frame_callback,
         | 
| 355 | 
            +
                                media_stream_constraints={
         | 
| 356 | 
            +
                                    "video": {
         | 
| 357 | 
            +
                                        "width": {"ideal": 640, "max": 640},
         | 
| 358 | 
            +
                                        "height": {"ideal": 480, "max": 480},
         | 
| 359 | 
            +
                                        "frameRate": {"ideal": 20, "max": 30}
         | 
| 360 | 
            +
                                    },
         | 
| 361 | 
            +
                                    "audio": False  # Disable audio for now
         | 
| 362 | 
             
                                },
         | 
| 363 | 
            +
                                async_processing=True,
         | 
| 364 | 
            +
                            )
         | 
| 365 | 
            +
                        
         | 
| 366 | 
            +
                        # Show process button only after recording is complete
         | 
| 367 | 
            +
                        if st.session_state.recorded_frames and not st.session_state.recording:
         | 
| 368 | 
            +
                            st.markdown("---")
         | 
| 369 | 
            +
                            st.subheader("π― Process Recorded Video")
         | 
| 370 | 
            +
                            
         | 
| 371 | 
            +
                            col_process, col_restart = st.columns([2, 1])
         | 
| 372 | 
            +
                            
         | 
| 373 | 
            +
                            with col_process:
         | 
| 374 | 
            +
                                if st.button("π Process Video with CICE 2.0", type="primary", use_container_width=True, key="process_recorded"):
         | 
| 375 | 
            +
                                    if not api_key:
         | 
| 376 | 
            +
                                        st.error("β Please enter your Google Gemini API key in the sidebar first")
         | 
| 377 | 
            +
                                    else:
         | 
| 378 | 
            +
                                        with st.spinner("πΎ Converting recording to video file..."):
         | 
| 379 | 
            +
                                            video_path = save_recorded_video()
         | 
| 380 | 
            +
                                            if video_path:
         | 
| 381 | 
            +
                                                # Read the saved video for analysis
         | 
| 382 | 
            +
                                                with open(video_path, 'rb') as f:
         | 
| 383 | 
            +
                                                    video_bytes = f.read()
         | 
| 384 | 
            +
                                                
         | 
| 385 | 
            +
                                                # Create a file-like object for analysis
         | 
| 386 | 
            +
                                                class VideoFile:
         | 
| 387 | 
            +
                                                    def __init__(self, data, name):
         | 
| 388 | 
            +
                                                        self.data = data
         | 
| 389 | 
            +
                                                        self.name = name
         | 
| 390 | 
            +
                                                    
         | 
| 391 | 
            +
                                                    def read(self):
         | 
| 392 | 
            +
                                                        return self.data
         | 
| 393 | 
            +
                                                    
         | 
| 394 | 
            +
                                                    def seek(self, position):
         | 
| 395 | 
            +
                                                        pass
         | 
| 396 | 
            +
                                                
         | 
| 397 | 
            +
                                                uploaded_file = VideoFile(video_bytes, "recorded_video.mp4")
         | 
| 398 | 
            +
                                                
         | 
| 399 | 
            +
                                                # Proceed with analysis
         | 
| 400 | 
            +
                                                analyze_video(uploaded_file, api_key)
         | 
| 401 | 
            +
                                                
         | 
| 402 | 
            +
                                                # Clean up temporary file
         | 
| 403 | 
            +
                                                os.unlink(video_path)
         | 
| 404 | 
            +
                                            else:
         | 
| 405 | 
            +
                                                st.error("β Failed to save recording")
         | 
| 406 | 
            +
                            
         | 
| 407 | 
            +
                            with col_restart:
         | 
| 408 | 
            +
                                if st.button("π New Recording", use_container_width=True, key="restart_recording"):
         | 
| 409 | 
            +
                                    st.session_state.recorded_frames = []
         | 
| 410 | 
            +
                                    st.session_state.recording = False
         | 
| 411 | 
            +
                                    st.rerun()
         | 
| 412 |  | 
| 413 | 
            +
                    with tab2:
         | 
| 414 | 
            +
                        st.subheader("Upload Video File")
         | 
| 415 | 
            +
                        uploaded_file = st.file_uploader(
         | 
| 416 | 
            +
                            "Choose a video file",
         | 
| 417 | 
            +
                            type=['mp4', 'webm', 'avi', 'mov'],
         | 
| 418 | 
            +
                            help="Upload a video of healthcare team interaction for CICE 2.0 assessment"
         | 
| 419 | 
            +
                        )
         | 
| 420 |  | 
| 421 | 
            +
                        if uploaded_file is not None:
         | 
| 422 | 
            +
                            st.success(f"β
 Video uploaded: {uploaded_file.name}")
         | 
| 423 | 
            +
                            
         | 
| 424 | 
            +
                            # Display video
         | 
| 425 | 
             
                            st.video(uploaded_file)
         | 
|  | |
|  | |
|  | |
|  | |
| 426 |  | 
| 427 | 
            +
                            # Analyze button
         | 
| 428 | 
            +
                            if st.button("π Analyze with CICE 2.0", type="primary"):
         | 
| 429 | 
             
                                if not api_key:
         | 
| 430 | 
            +
                                    st.error("β Please enter your Google Gemini API key in the sidebar")
         | 
| 431 | 
             
                                else:
         | 
| 432 | 
            +
                                    analyze_video(uploaded_file, api_key)
         | 
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
| 433 |  | 
| 434 | 
            +
                with col2:
         | 
| 435 | 
            +
                    st.header("βΉοΈ About CICE 2.0")
         | 
| 436 | 
            +
                    st.markdown("""
         | 
| 437 | 
            +
                    The **Collaborative Interprofessional Team Environment (CICE) 2.0** instrument evaluates healthcare team interactions across 18 key competencies.
         | 
| 438 | 
            +
                    
         | 
| 439 | 
            +
                    ### π― Purpose
         | 
| 440 | 
            +
                    - Assess interprofessional collaboration
         | 
| 441 | 
            +
                    - Identify team strengths
         | 
| 442 | 
            +
                    - Highlight improvement areas
         | 
| 443 | 
            +
                    - Enhance patient care quality
         | 
| 444 | 
            +
                    
         | 
| 445 | 
            +
                    ### π Scoring Levels
         | 
| 446 | 
            +
                    - **Exemplary** (85-100%): Outstanding collaboration
         | 
| 447 | 
            +
                    - **Proficient** (70-84%): Good teamwork
         | 
| 448 | 
            +
                    - **Developing** (50-69%): Needs improvement
         | 
| 449 | 
            +
                    - **Needs Improvement** (<50%): Significant gaps
         | 
| 450 | 
            +
                    
         | 
| 451 | 
            +
                    ### π Getting Started
         | 
| 452 | 
            +
                    1. Enter your Google Gemini API key
         | 
| 453 | 
            +
                    2. Upload a healthcare team video
         | 
| 454 | 
            +
                    3. Click "Analyze with CICE 2.0"
         | 
| 455 | 
            +
                    4. Review detailed results
         | 
| 456 | 
            +
                    5. Download assessment report
         | 
| 457 | 
            +
                    """)
         | 
| 458 | 
            +
             | 
| 459 | 
            +
            def analyze_video(uploaded_file, api_key):
         | 
| 460 | 
            +
                """Analyze uploaded video with CICE 2.0 assessment"""
         | 
| 461 | 
            +
                try:
         | 
| 462 | 
            +
                    assessor = CICE_Assessment(api_key)
         | 
| 463 | 
            +
                    
         | 
| 464 | 
            +
                    with st.spinner("π€ Analyzing video with CICE 2.0 framework... This may take 1-2 minutes"):
         | 
| 465 | 
            +
                        # Reset file pointer
         | 
| 466 | 
            +
                        uploaded_file.seek(0)
         | 
| 467 | 
            +
                        assessment_result = assessor.analyze_video(uploaded_file)
         | 
| 468 | 
            +
                    
         | 
| 469 | 
            +
                    # Parse score
         | 
| 470 | 
            +
                    observed, percentage, level, color = parse_assessment_score(assessment_result)
         | 
| 471 | 
            +
                    
         | 
| 472 | 
            +
                    # Display summary
         | 
| 473 | 
            +
                    st.markdown(f"""
         | 
| 474 | 
            +
                    <div class="score-display">
         | 
| 475 | 
            +
                        <h2>CICE 2.0 Assessment Results</h2>
         | 
| 476 | 
            +
                        <div style="display: flex; justify-content: space-around; margin: 30px 0;">
         | 
| 477 | 
            +
                            <div style="text-align: center;">
         | 
| 478 | 
            +
                                <div style="font-size: 48px; font-weight: bold; color: {color};">{observed}/18</div>
         | 
| 479 | 
            +
                                <div style="color: #6b7280;">Competencies Observed</div>
         | 
| 480 | 
             
                            </div>
         | 
| 481 | 
            +
                            <div style="text-align: center;">
         | 
| 482 | 
            +
                                <div style="font-size: 48px; font-weight: bold; color: {color};">{percentage:.0f}%</div>
         | 
| 483 | 
            +
                                <div style="color: #6b7280;">Overall Score</div>
         | 
| 484 | 
             
                            </div>
         | 
| 485 | 
             
                        </div>
         | 
| 486 | 
            +
                        <div style="text-align: center; padding: 20px; background: #f9fafb; border-radius: 10px;">
         | 
| 487 | 
            +
                            <div style="font-size: 24px; font-weight: bold; color: {color};">Performance Level: {level}</div>
         | 
| 488 | 
            +
                        </div>
         | 
| 489 | 
            +
                    </div>
         | 
| 490 | 
            +
                    """, unsafe_allow_html=True)
         | 
| 491 | 
            +
                    
         | 
| 492 | 
            +
                    # Display detailed assessment
         | 
| 493 | 
            +
                    st.markdown('<div class="assessment-box">', unsafe_allow_html=True)
         | 
| 494 | 
            +
                    st.markdown("### π Detailed Assessment Report")
         | 
| 495 | 
            +
                    st.write(assessment_result)
         | 
| 496 | 
            +
                    st.markdown('</div>', unsafe_allow_html=True)
         | 
| 497 | 
            +
                    
         | 
| 498 | 
            +
                    # Generate audio feedback
         | 
| 499 | 
            +
                    with st.spinner("π Generating audio feedback..."):
         | 
| 500 | 
            +
                        audio_data = assessor.generate_audio_feedback(assessment_result)
         | 
| 501 | 
            +
                    
         | 
| 502 | 
            +
                    # Create formatted text report
         | 
| 503 | 
            +
                    timestamp = datetime.now().strftime('%Y-%m-%d %H:%M:%S')
         | 
| 504 | 
            +
                    formatted_report = f"""CICE 2.0 Healthcare Team Interaction Assessment
         | 
| 505 | 
             
            {'='*60}
         | 
| 506 | 
             
            Assessment Date: {timestamp}
         | 
| 507 | 
            +
            Video File: {getattr(uploaded_file, 'name', 'recorded_video.mp4')}
         | 
| 508 | 
             
            Overall Score: {observed}/18 ({percentage:.1f}%)
         | 
| 509 | 
             
            Performance Level: {level}
         | 
| 510 | 
             
            {'='*60}
         | 
|  | |
| 511 | 
             
            {assessment_result}
         | 
|  | |
| 512 | 
             
            {'='*60}
         | 
| 513 | 
             
            Generated by CICE 2.0 Healthcare Assessment Tool
         | 
| 514 | 
             
            Powered by Google Gemini AI
         | 
| 515 | 
             
            {'='*60}"""
         | 
| 516 | 
            +
                    
         | 
| 517 | 
            +
                    # Download options
         | 
| 518 | 
            +
                    st.markdown("### π₯ Download Options")
         | 
| 519 | 
            +
                    col_text, col_audio = st.columns(2)
         | 
| 520 | 
            +
                    
         | 
| 521 | 
            +
                    with col_text:
         | 
| 522 | 
            +
                        st.download_button(
         | 
| 523 | 
            +
                            label="π Download Text Report",
         | 
| 524 | 
            +
                            data=formatted_report,
         | 
| 525 | 
            +
                            file_name=f"cice_assessment_{datetime.now().strftime('%Y%m%d_%H%M%S')}.txt",
         | 
| 526 | 
            +
                            mime="text/plain",
         | 
| 527 | 
            +
                            help="Download the complete assessment report as a text file"
         | 
| 528 | 
            +
                        )
         | 
| 529 | 
            +
                    
         | 
| 530 | 
            +
                    with col_audio:
         | 
| 531 | 
            +
                        if audio_data:
         | 
| 532 | 
             
                            st.download_button(
         | 
| 533 | 
            +
                                label="π Download Audio Report",
         | 
| 534 | 
            +
                                data=audio_data,
         | 
| 535 | 
            +
                                file_name=f"cice_assessment_audio_{datetime.now().strftime('%Y%m%d_%H%M%S')}.mp3",
         | 
| 536 | 
            +
                                mime="audio/mpeg",
         | 
| 537 | 
            +
                                help="Download the assessment report as an audio file"
         | 
| 538 | 
             
                            )
         | 
| 539 | 
            +
                            
         | 
| 540 | 
            +
                            # Also display audio player
         | 
| 541 | 
            +
                            st.audio(audio_data, format='audio/mp3')
         | 
| 542 | 
            +
                            st.caption("π§ Listen to the assessment report above")
         | 
| 543 | 
            +
                        else:
         | 
| 544 | 
            +
                            st.error("β Audio generation failed")
         | 
| 545 | 
            +
                    
         | 
| 546 | 
            +
                    # Interactive Q&A Section
         | 
| 547 | 
            +
                    st.markdown("### π¬ Ask Questions About the Assessment")
         | 
| 548 | 
            +
                    st.markdown("You can ask specific questions about the CICE competencies and assessment results.")
         | 
| 549 | 
            +
                    
         | 
| 550 | 
            +
                    # Question input
         | 
| 551 | 
            +
                    question = st.text_input(
         | 
| 552 | 
            +
                        "β Your question:",
         | 
| 553 | 
            +
                        placeholder="e.g., 'Was active listening demonstrated?' or 'How did the team handle conflicts?'",
         | 
| 554 | 
            +
                        help="Ask specific questions about the competencies or assessment results"
         | 
| 555 | 
            +
                    )
         | 
| 556 | 
            +
                    
         | 
| 557 | 
            +
                    if question and st.button("π€ Get Answer"):
         | 
| 558 | 
            +
                        try:
         | 
| 559 | 
            +
                            with st.spinner("π€ Analyzing your question..."):
         | 
| 560 | 
            +
                                qa_prompt = f"""Based on the CICE 2.0 assessment of this healthcare team video,
         | 
| 561 | 
            +
                                please answer this specific question: {question}
         | 
| 562 | 
            +
                                Assessment Results:
         | 
| 563 | 
            +
                                {assessment_result}
         | 
| 564 | 
            +
                                Please provide a detailed answer referring to the relevant competencies from the 18-point CICE framework."""
         | 
| 565 | 
            +
             | 
| 566 | 
            +
                                # Reset file pointer for Q&A
         | 
| 567 | 
            +
                                uploaded_file.seek(0)
         | 
| 568 | 
            +
                                temp_path = None
         | 
| 569 | 
             
                                try:
         | 
| 570 | 
            +
                                    # Re-upload file for Q&A
         | 
| 571 | 
            +
                                    with tempfile.NamedTemporaryFile(delete=False, suffix='.webm') as tmp_file:
         | 
| 572 | 
            +
                                        tmp_file.write(uploaded_file.read())
         | 
| 573 | 
            +
                                        temp_path = tmp_file.name
         | 
| 574 | 
            +
                                    
         | 
| 575 | 
            +
                                    uploaded_file_qa = genai.upload_file(path=temp_path, display_name="healthcare_interaction_qa")
         | 
| 576 | 
            +
                                    
         | 
| 577 | 
            +
                                    # Wait for processing
         | 
| 578 | 
            +
                                    max_wait = 60
         | 
| 579 | 
            +
                                    wait_time = 0
         | 
| 580 | 
            +
                                    while uploaded_file_qa.state.name == "PROCESSING" and wait_time < max_wait:
         | 
| 581 | 
            +
                                        time.sleep(2)
         | 
| 582 | 
            +
                                        wait_time += 2
         | 
| 583 | 
            +
                                        uploaded_file_qa = genai.get_file(uploaded_file_qa.name)
         | 
| 584 | 
            +
                                    
         | 
| 585 | 
            +
                                    if uploaded_file_qa.state.name == "FAILED":
         | 
| 586 | 
            +
                                        raise Exception("Video processing failed for Q&A")
         | 
| 587 | 
            +
                                    
         | 
| 588 | 
            +
                                    qa_response = assessor.model.generate_content([uploaded_file_qa, qa_prompt])
         | 
| 589 | 
            +
                                    
         | 
| 590 | 
            +
                                    st.markdown("#### π Answer:")
         | 
| 591 | 
            +
                                    st.write(qa_response.text)
         | 
| 592 | 
            +
                                    
         | 
| 593 | 
            +
                                finally:
         | 
| 594 | 
            +
                                    if temp_path and os.path.exists(temp_path):
         | 
| 595 | 
            +
                                        os.unlink(temp_path)
         | 
| 596 |  | 
| 597 | 
            +
                        except Exception as e:
         | 
| 598 | 
            +
                            st.error(f"β Error processing question: {str(e)}")
         | 
| 599 | 
            +
                    
         | 
| 600 | 
            +
                    # Example questions
         | 
| 601 | 
            +
                    st.markdown("**Example questions:**")
         | 
| 602 | 
            +
                    st.markdown("""
         | 
| 603 | 
            +
                    - Was active listening demonstrated by the team?
         | 
| 604 | 
            +
                    - How did the team handle interprofessional conflicts?
         | 
| 605 | 
            +
                    - What specific improvements are recommended?
         | 
| 606 | 
            +
                    - Which competencies were most lacking?
         | 
| 607 | 
            +
                    - How well did team members communicate their roles?
         | 
| 608 | 
            +
                    """)
         | 
| 609 | 
            +
                    
         | 
| 610 | 
            +
                except Exception as e:
         | 
| 611 | 
            +
                    st.error(f"β Error during assessment: {str(e)}")
         | 
| 612 |  | 
| 613 | 
             
            if __name__ == "__main__":
         | 
| 614 | 
            +
                main()
         |