Update simple_casl_app.py

simple_casl_app.py

@@ -857,9 +857,9 @@ def analyze_transcript_content(transcript_content, age, gender, slp_notes):
     - Evaluate processing demands
 
     B. Processing Speed:
-    - Analyze speech rate
-    - Assess response time
-    - Evaluate efficiency
+    - Note: Processing speed analysis requires audio/video with timestamps
+    - If no timing data: analyze linguistic complexity and word-finding patterns
+    - Assess cognitive demands of language structures used
 
     C. Executive Function:
     - Assess planning and organization
@@ -869,14 +869,14 @@ def analyze_transcript_content(transcript_content, age, gender, slp_notes):
     9. FLUENCY AND RHYTHM ANALYSIS (with quantification):
 
     A. Speech Rate:
-    - Calculate words per minute
-    - Analyze rate variability
-    - Assess naturalness
+    - Calculate words per minute (if timing data available)
+    - Note: Rate analysis requires audio/video with timestamps
+    - If no timing data: analyze word density and complexity patterns
 
     B. Pause Patterns:
-    - Count and analyze pauses
-    - Assess pause function
-    - Evaluate rhythm
+    - Note: Pause analysis requires audio/video with timestamps
+    - If no timing data: analyze linguistic markers of hesitation
+    - Count disfluencies, fillers, and incomplete utterances
 
     10. QUANTITATIVE METRICS:
 
@@ -895,20 +895,19 @@ def analyze_transcript_content(transcript_content, age, gender, slp_notes):
     - Identify areas of competence
 
     B. Areas of Need:
-    - Prioritize intervention targets
+    - Identify areas requiring attention
     - Provide specific examples
 
-    C. Treatment Recommendations:
-    - List 5-7 specific intervention strategies
-    - Include intensity and frequency recommendations
-    - Address all identified areas of need
+    C. Assessment Considerations:
+    - Note areas that may need formal testing
+    - Identify factors requiring further evaluation
 
     12. PROGNOSIS AND SUMMARY:
 
     - Overall communication profile
     - Developmental appropriateness
-    - Impact on academic/social functioning
-    - Expected progress with intervention
+    - Summary of key findings
+    - Areas requiring further assessment
 
     FORMAT REQUIREMENTS:
     - Use bullet points for organization
@@ -1387,11 +1386,11 @@ with gr.Blocks(title="Enhanced Speech Sample Analysis", theme=gr.themes.Soft())
         
         For FLUENCY and SPEECH RATE:
         - Count and cite EVERY disfluency (fillers, repetitions, revisions)
-        - Calculate speech rate and variability (words per minute, rate changes)
-        - Analyze pause patterns and their function (thinking pauses, grammatical pauses)
-        - Assess overall speech naturalness
-        - Evaluate rhythm and prosody patterns
-        - Analyze rate-accuracy trade-offs
+        - Note: Speech rate calculation requires audio/video with timestamps
+        - If no timing data: analyze word density and complexity patterns
+        - Note: Pause analysis requires audio/video with timestamps
+        - If no timing data: analyze linguistic markers of hesitation
+        - Count incomplete utterances and word-finding difficulties
         - Provide specific examples of fluency patterns
         
         For GRAMMAR and LANGUAGE ERRORS: