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Relative contribution ranking of professional skills based on gradient optimization (500 iterations). The Y-axis represents the gradient descent regression coefficients. Both FL and PO retain significant advantages even under the control of confounding variables NC and PP, indicating that they are AI-resistant skills. Detailed results of regression coefficients are shown in Supplementary Table S9.
