Four studies met inclusion criteria, comprising 2696 patients. SROC curves for GCC showed superior sensitivity 94.3% (95%CI:0.903, 0.967) with specificity 82.4% (95%CI:0.353, 0.976). AC “possible+” category demonstrated a pooled sensitivity 86.6% (95%CI:0.821, 0.901) and specificity 84.3% (95%CI:0.454, 0.972). AC “probable+” category exhibited lower sensitivity 55.8% (95%CI:0.456, 0.655) but high specificity 99.0% (95%CI:0.639, 1.0). And rEEC “possible+” category had a sensitivity 85.7% (95%CI:0.811, 0.892) and specificity 85.0% (95%CI:0.459, 0.974), while rEEC “probable+” category reflected sensitivity 59.6% (95%CI:0.457, 0.720) and specificity 99.0% (95%CI:0.505, 1.0).