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docs/certs/2024-018/index.html

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<strong>Title</strong>: <a href="https://doi.org/10.21203/rs.3.rs-3771881/v1">Power analysis for personal light exposure measurements and interventions</a>
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<strong>Title</strong>: <a href="https://doi.org/10.1371/journal.pone.0308768">Power analysis for personal light exposure measurements and interventions</a>
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<strong>Authors</strong>: <a href="https://orcid.org/0000-0003-2171-4566">Johannes Zauner</a>, <a href="https://orcid.org/0000-0002-6035-8309">Ljiljana Udovicic</a>, <a href="https://orcid.org/0000-0002-8572-9268">Manuel Spitschan</a>
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Abstract
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<pre><code> &lt;p&gt;Background</code></pre>
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Light exposure regulates the human circadian system and more widely affects health, well-being, and performance. As field studies examining how light exposure impacts these aspects in the real world increase in number, so does the amount of light exposure data collected using wearable light loggers. These data are considerably more complex compared to singular stationary measurements in the laboratory, and they require special consideration not only during analysis, but already at the design stage of a study. How to estimate the required sample size of study participants remains an open topic, as evidenced by the large variability of employed sample sizes in the small but growing published literature: sample sizes between 2 and 1,887 from a recent review of the field (median 37) and approaching 10<sup>5</sup> participants in first studies using national databases. Methods Here, we present a novel procedure based on robust bootstrapping to calculate statistical power and required sample size for wearable light logging data and derived summary metrics taking into account the hierarchical data structure (mixed-effect model). Alongside this method, we publish a dataset that serves as one possible basis to perform these calculations: one week of continuous data in winter and summer, respectively, for 13 participants (collected in Dortmund, Germany, lat. 51.514° N, lon. 7.468° E). Results Applying our method on the dataset for twelve different summary metrics (luminous exposure, geometric mean and standard deviation, timing/time above/below threshold, mean/midpoint of darkest/brightest hours, intradaily variability) with a target comparison across winter and summer, reveals a large range of required sample sizes from 3 to &gt; 50. About half of the metrics – those that focus on the bright time of day – showed sufficient power already with the smallest sample, while metrics centered around the dark time of the day and daily patterns required higher sample sizes: mean timing of light below 10 lux (5), intradaily variability (17), mean of darkest 5 hours (24) and mean timing of light above 250 lux (45). Geometric standard deviation and midpoint of the darkest 5 hours did not reach the required power within the investigated sample size. Conclusions The results clearly show the importance of a sound theoretical basis for a study using wearable light loggers, as this dictates the type of metric to be used and, thus, sample size. Our method applies to other datasets that allow comparisons of scenarios beyond seasonal differences. With an ever-growing pool of data from the emerging literature, the utility of this method will increase and provide a solid statistical basis for the selection of sample sizes.
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<jats:sec id="sec001"> <jats:title>Background</jats:title> <jats:p>Light exposure regulates the human circadian system and more widely affects health, well-being, and performance. With the rise in field studies on light exposure’s effects, the amount of data collected through wearable loggers and dosimeters has also grown. These data are more complex than stationary laboratory measurements. Determining sample sizes in field studies is challenging, as the literature shows a wide range of sample sizes (between 2 and 1,887 from a recent review of the field and approaching 10<jats:sup>5</jats:sup> participants in first studies using large-scale ‘biobank’ databases). Current decisions on sample size for light exposure data collection lack a specific basis rooted in power analysis. Therefore, there is a need for clear guidance on selecting sample sizes.</jats:p> </jats:sec> <jats:sec id="sec002"> <jats:title>Methods</jats:title> <jats:p>Here, we introduce a novel procedure based on hierarchical bootstrapping for calculating statistical power and required sample size for wearable light and optical radiation logging data and derived summary metrics, taking into account the hierarchical data structure (mixed-effects model) through stepwise resampling. Alongside this method, we publish a dataset that serves as one possible basis to perform these calculations: one week of continuous data in winter and summer, respectively, for 13 early-day shift-work participants (collected in Dortmund, Germany; lat. 51.514° N, lon. 7.468° E).</jats:p> </jats:sec> <jats:sec id="sec003"> <jats:title>Results</jats:title> <jats:p>Applying our method on the dataset for twelve different summary metrics (luminous exposure, geometric mean, and standard deviation, timing/time above/below threshold, mean/midpoint of darkest/brightest hours, intradaily variability) with a target comparison across winter and summer, reveals required sample sizes ranging from as few as 3 to more than 50. About half of the metrics–those that focus on the bright time of day–showed sufficient power already with the smallest sample. In contrast, metrics centered around the dark time of the day and daily patterns required higher sample sizes: mean timing of light below mel EDI of 10 lux (5), intradaily variability (17), mean of darkest 5 hours (24), and mean timing of light above mel EDI of 250 lux (45). The geometric standard deviation and the midpoint of the darkest 5 hours lacked sufficient power within the tested sample size.</jats:p> </jats:sec> <jats:sec id="sec004"> <jats:title>Conclusions</jats:title> <jats:p>Our novel method provides an effective technique for estimating sample size in light exposure studies. It is specific to the used light exposure or dosimetry metric and the effect size inherent in the light exposure data at the basis of the bootstrap. Notably, the method goes beyond typical implementations of bootstrapping to appropriately address the structure of the data. It can be applied to other datasets, enabling comparisons across scenarios beyond seasonal differences and activity patterns. With an ever-growing pool of data from the emerging literature, the utility of this method will increase and provide a solid statistical basis for the selection of sample sizes.</jats:p> </jats:sec>
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docs/codecheckers/0000-0001-8607-8025/featured.json

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docs/codecheckers/0000-0001-8607-8025/index.html

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<td align="left"><a href="https://doi.org/10.21203/rs.3.rs-3771881/v1">Power analysis for personal light exposure measurements and interventions</a></td>
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<td align="left"><a href="https://doi.org/10.1371/journal.pone.0308768">Power analysis for personal light exposure measurements and interventions</a></td>
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<td align="left"><a href="https://codecheck.org.uk/register/venues/communities">Community</a></td>
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<td align="left"><a href="https://codecheck.org.uk/register/venues/communities/codecheck_nl">codecheck NL</a></td>
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<td align="left"><a href="https://github.com/codecheckers/register/issues/132">132</a></td>

docs/codecheckers/0000-0001-8607-8025/register.json

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docs/codecheckers/0000-0001-8607-8025/register.md

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|[2024-003](https://codecheck.org.uk/register/certs/2024-003/)|[State-Dependent Dynamic Tube MPC: A Novel Tube MPC Method with a Fuzzy Model of Disturbances ](https://arxiv.org/pdf/2310.19997) |[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[66](https://github.com/codecheckers/register/issues/66)|https://doi.org/10.5281/zenodo.11403956 |2024-05-30 |
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|[2024-017](https://codecheck.org.uk/register/certs/2024-017/)|[Determination of a diffusion coefficient function for long rooms using a least square optimization approach ](https://pure.tue.nl/ws/portalfiles/portal/339520759/IN_2024_3491.pdf)|[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[133](https://github.com/codecheckers/register/issues/133)|https://doi.org/10.5281/zenodo.14211707 |2024-11-22 |
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|[2024-018](https://codecheck.org.uk/register/certs/2024-018/)|[Power analysis for personal light exposure measurements and interventions ](https://doi.org/10.21203/rs.3.rs-3771881/v1) |[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[132](https://github.com/codecheckers/register/issues/132)|https://doi.org/10.5281/zenodo.14235113 |2024-11-28 |
23+
|[2024-018](https://codecheck.org.uk/register/certs/2024-018/)|[Power analysis for personal light exposure measurements and interventions ](https://doi.org/10.1371/journal.pone.0308768) |[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[132](https://github.com/codecheckers/register/issues/132)|https://doi.org/10.5281/zenodo.14235113 |2024-11-28 |
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|[2020-007](https://codecheck.org.uk/register/certs/2020-007/)|[[Re] Spike Timing Dependent Plasticity Finds the Start of Repeating Patterns in Continuous Spike Trains ](https://doi.org/10.5281/zenodo.1327348) |[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck](https://codecheck.org.uk/register/venues/communities/codecheck)|[7](https://github.com/codecheckers/register/issues/7)|https://doi.org/10.53962/nsys-9a40 |2025-05-19 |

docs/index.html

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<td align="left"><a href="https://doi.org/10.21203/rs.3.rs-3771881/v1">Power analysis for personal light exposure measurements and interventions</a></td>
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<td align="left"><a href="https://doi.org/10.1371/journal.pone.0308768">Power analysis for personal light exposure measurements and interventions</a></td>
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<td align="left"><a href="https://codecheck.org.uk/register/venues/communities">Community</a></td>
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<td align="left"><a href="https://codecheck.org.uk/register/venues/communities/codecheck_nl">codecheck NL</a></td>
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<td align="left"><a href="https://github.com/codecheckers/register/issues/132">132</a></td>

docs/register.json

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docs/register.md

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|[2024-015](https://codecheck.org.uk/register/certs/2024-015/)|[Landscape Character Assessment - Nigeria](https://doi.org/10.17605/OSF.IO/E2K73) |[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[124](https://github.com/codecheckers/register/issues/124)|https://doi.org/10.17605/OSF.IO/mwbuq |2024-09-26 |
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|[2024-016](https://codecheck.org.uk/register/certs/2024-016/)|[Integrating agent-based disease, mobility, and wastewater models: Dealing with differences in spatiotemporal resolutions](https://doi.org/10.5281/zenodo.13734819)|[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[124](https://github.com/codecheckers/register/issues/124)|https://doi.org/10.17605/OSF.IO/6NGYC |2024-09-26 |
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|[2024-017](https://codecheck.org.uk/register/certs/2024-017/)|[Determination of a diffusion coefficient function for long rooms using a least square optimization approach ](https://pure.tue.nl/ws/portalfiles/portal/339520759/IN_2024_3491.pdf)|[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[133](https://github.com/codecheckers/register/issues/133)|https://doi.org/10.5281/zenodo.14211707 |2024-11-22 |
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|[2024-018](https://codecheck.org.uk/register/certs/2024-018/)|[Power analysis for personal light exposure measurements and interventions ](https://doi.org/10.21203/rs.3.rs-3771881/v1) |[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[132](https://github.com/codecheckers/register/issues/132)|https://doi.org/10.5281/zenodo.14235113 |2024-11-28 |
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|[2024-018](https://codecheck.org.uk/register/certs/2024-018/)|[Power analysis for personal light exposure measurements and interventions ](https://doi.org/10.1371/journal.pone.0308768) |[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[132](https://github.com/codecheckers/register/issues/132)|https://doi.org/10.5281/zenodo.14235113 |2024-11-28 |
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|[2024-019](https://codecheck.org.uk/register/certs/2024-019/)|[Quality in Question: Assessing the accuracy of four heart rate wearables and the implications for psychophysiological research. ](https://doi.org/10.31219/osf.io/wkzsn)|[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[134](https://github.com/codecheckers/register/issues/134)|https://doi.org/10.5281/zenodo.14279041 |2024-12-04 |
9191
|[2024-020](https://codecheck.org.uk/register/certs/2024-020/)|[Describing the scale and composition of calls for police service: a replication and extension using open data ](https://doi.org/10.1080/15614263.2022.2102494)|[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[135](https://github.com/codecheckers/register/issues/135)|https://doi.org/10.5281/zenodo.14278912 |2024-11-28 |
9292
|[2024-021](https://codecheck.org.uk/register/certs/2024-021/)|[Using Consumer Wearables to Measure Physical Activity of Nursing Home Residents with Dementia ](https://doi.org/10.31234/osf.io/mqg86) |[Community](https://codecheck.org.uk/register/venues/communities)|[codecheck NL](https://codecheck.org.uk/register/venues/communities/codecheck_nl)|[136](https://github.com/codecheckers/register/issues/136)|https://doi.org/10.5281/zenodo.14261193 |2024-11-28 |

docs/venues/communities/codecheck_nl/featured.json

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docs/venues/communities/codecheck_nl/index.html

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<td align="left"><a href="https://doi.org/10.1371/journal.pone.0308768">Power analysis for personal light exposure measurements and interventions</a></td>
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<td align="left"><a href="https://github.com/codecheckers/register/issues/132">132</a></td>
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<td align="left"><a href="https://doi.org/10.5281/zenodo.14235113" class="uri">https://doi.org/10.5281/zenodo.14235113</a></td>
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