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Table 1.

Research hypotheses.

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Fig 1.

Visual representation of hypotheses.

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Fig 2.

Research procedure.

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Table 2.

Sample demographics (N = 239).

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Table 2 Expand

Table 3.

Construct reliability and convergent validity results.

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Fig 3.

Regression Model Fit: Predicted vs. Actual Digital Product Success.

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Table 4.

Regression coefficients table.

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Table 4 Expand

Fig 4.

Hypothesis model with regression and moderation outcomes.

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Fig 5.

Variation in knowledge sharing across AI usage levels in project management.

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Fig 6.

The dual role of AI in open innovation networks.

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