Intermittent behaviour has been observed in gas-liquid flows in a hori
zontal pipe and a weak sign of deterministic chaos has been diagnosed
within a transition from plug to slug flow. The analysis has been perf
ormed on the basis of an algorithm which exploits the concept of short
-term predictability of chaotic motions. The method is completely non-
parametric and works whatever the distribution function of the data po
ints may be. The weak sign of chaos is in contrast with the Lorenz-typ
e systems (strong chaos) and supports the idea of Kolmogorov about irr
egular motion in hydrodynamical systems.