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Table 1.

Longitudinal cohort data.

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Table 1 Expand

Fig 1.

Individual growth curves for 25 students per cohort sampled randomly from CITO data.

The grey area represents the lockdown periods.

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Fig 1 Expand

Table 2.

Results of different ML models with an ITS design for cohort A.

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Table 2 Expand

Table 3.

Results of different ML models with an ITS design for cohort B.

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Table 3 Expand

Table 4.

Parameters used in the simulation study.

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Table 4 Expand

Fig 2.

The simulation situations.

The dashed line indicates the first intervention and the dotted line the second intervention.

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Fig 2 Expand

Table 5.

Different models and simulation scenarios.

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Table 5 Expand

Fig 3.

Power of the step for simulation scenario with a step and slope change.

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Fig 3 Expand

Fig 4.

Power of the slope for simulation scenario with a step and slope change.

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Fig 4 Expand

Fig 5.

Absolute bias of the step for simulation scenario with a step and slope change and an additional step change.

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Fig 5 Expand

Fig 6.

Absolute bias of the slope for simulation scenario with a step and slope change and an additional step change.

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Fig 6 Expand

Fig 7.

Power of the step for simulation scenario with a step change, a slope change and an additional step change with correction.

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Fig 7 Expand

Fig 8.

Power of the slope for simulation scenario with a step change, a slope change and an additional step change with correction.

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Fig 8 Expand

Fig 9.

Power of the additional step for simulation scenario with a step change, a slope change and an additional step change with correction.

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Fig 9 Expand

Fig 10.

Power of the step for simulation scenario with a step change, a slope change and a correction for changing slope.

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Fig 10 Expand

Fig 11.

Power of the slope for simulation scenario with a step change, a slope change and a correction for a changing slope.

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Fig 11 Expand