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docs/source/notebooks/graded_intervention_time_series_single_channel_ols.ipynb

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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Graded Intervention Time Series (OLS)\n",
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"# Graded Intervention Time Series: Introduction\n",
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"**Graded Intervention Time Series** extends classical interrupted time series analysis to handle **graded interventions** - policies or treatments with varying intensity over time, rather than simple on/off changes. Traditional ITS methods model binary interventions (e.g., \"policy enacted\" vs \"no policy\"). This method (technically called Transfer Function Interrupted Time Series or TF-ITS in the literature {cite:p}`box1975intervention`, with extensions to multiple time series by {cite:p}`abraham1980intervention`) handles more realistic scenarios where:\n",
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