#methodological rigourPrimary significance rests near zero
The estimated GPA increase is 0.073 SD with a 95% confidence interval from 0.003 to 0.144 and an unexplained one-sided P value. The direction is positive, but statistical support is fragile at the lower bound.
↳ Academic performance, p. 179
#reportingSubgroup framing exceeds reported inference
The claim that lower-performing and first-year students benefited more is based on significant-versus-nonsignificant subgroup patterns, without visible interaction tests or multiplicity handling. The standfirst elevates this pattern into a headline conclusion.
↳ Standfirst and Academic performance, pp. 178–179
#methodological rigourMechanism evidence remains internally mixed
The paper attributes gains to attention and classroom dynamics, yet perceived distraction did not change and treated students appeared more distracted during spot checks. The attention-allocation explanation is post hoc and the observations are explicitly exploratory.
↳ Students’ perspective and classroom dynamics, pp. 180–181