Tevfik Denizhan Muftuoglu. "Physics-constrained machine-learning surrogates for the colebrook friction factor: monotonic gradient boosting, uncertainty quantification, and open benchmarking." Scientific Reports, 2026. doi:10.1038/s41598-026-62231-w