other
- Location
scripts/main.py:165- Finding
Critical laboratory values are never classified or escalated
- Content
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tuple: """Determine status and severity of a result.""" if result.reference_min is None or result.reference_max is None: return "unknown", "none" value = result.value min_val = result.reference_min max_val = result.reference_max if min_val <= value <= max_val: return "normal", "none" # Calculate deviation percentage if value < min_val: deviation = (min_val - value) / min_val if min_val > 0 else 0 if deviation > 0.5: return "low", "severe" elif deviation > 0.2: return "low", "moderate" else: return "low", "mild" else: # value > max_val deviation = (value - max_val) / max_val if max_val > 0 else 0 if deviation > 0.5: return "high", "severe" elif deviation > 0.2: return "high", "moderate" else: return "high", "mild" ``` ```python def format_output(self, results: List[LabResult]) -> str: """Format results as patient-friendly output.""" if not results: return "No valid lab results could be recognized. Please check the input format." output_lines = ["=== Lab Result Interpretation ===\n"] for r in results: # Status emoji status_emoji = { "normal": "✅", "low": "⚠️", "high": "⚠️", "critical": "🚨", "unknown": "❓" }.get(r.status, "❓") # Status text status_text = { "normal": "Normal", "low": "Low", "high": "High", "critical": "Critical", "unknown": "Unknown" }.get(r.status, "Unknown") ref_range = "" if r.reference_ ...[truncated 2612 chars]- Remediation
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= critical_high: return "critical", "critical" ``` 4. Generate a “Critical Findings Summary” before the per-test breakdown whenever any critical result exists. 5. Include an explicit instruction to seek immediate professional medical attention for critical values. 6. Sort results by status so critical findings appear first. 7. Do not silently infer critical thresholds for tests where no validated threshold is available. 8. Add unit-aware validation so thresholds are never compared against values expressed in incompatible units. 9. Add automated boundary tests for values immediately below, equal to, and immediately above every critical threshold. 10. Clarify that laboratory-specific ranges and clinician review take precedence over packaged defaults. ]]>
