• Fatigue crack growth rate increases with stress ratio while fatigue threshold decreases.
• Crack closure and dual-parameter driving force both contribute to stress ratio effects.
• A new prediction model incorporating near-threshold and destabilization stages was developed.
• The model shows excellent predictive ability validated against literature data and existing models.
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