A wide range of analytical approaches have been suggested to quantify variation over time in physical behaviour. Kobeissi et al reviewed the literature (https://doi.org/10.1123/jmpb.2024-0035) and identified 161 different metrics that had been applied in physical activity research, see the inventory below.
The authors proposed a taxonomy that describes conceptual dimensions of these metrics and help guide selection of metrics for different research questions, see the taxonomy table below.
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Stage |
Node# |
Node |
Branch1 |
Branch2 |
Branch3 |
Code |
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I. Data preparation |
1 |
Data format |
Raw signal |
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1.1 |
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Counts/steps |
1.2 |
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Either raw signal or counts/steps |
1.3 |
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Microsummary metrics |
1.4 |
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Any of the above |
1.5 |
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Other |
1.6 |
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2 |
Input derivation method |
Predefined |
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2.1 |
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Data-driven |
2.2 |
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Either/or |
2.3 |
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II. Input movement behaviour dimensions |
3 |
Inclusion of posture |
Always included |
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3.1 |
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Could be included |
3.2 |
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Not included |
3.3 |
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4 |
Inclusion of volume |
Always included |
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4.1 |
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Could be included |
4.2 |
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Not included |
4.3 |
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5 |
Inclusion of frequency |
Always included |
Number of bouts/breaks |
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5.1.1 |
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Number of peaks/fluctuations |
5.1.2 |
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Number of specific sequences |
5.1.3 |
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Other |
5.1.4 |
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Could be included |
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5.2 |
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Not included |
5.3 |
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6 |
Inclusion of duration |
Always included |
Unbouted |
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6.1.1 |
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Bouted |
Bout length specified |
6.1.2.1 |
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Bout length not specified |
6.1.2.2 |
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Either/or |
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6.1.3 |
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Could be included |
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6.2 |
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Not included |
6.3 |
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7 |
Inclusion of intensity |
Always included |
Binary state |
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7.1.1 |
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Multicategory |
7.1.2 |
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Either binary or multicategory |
7.1.3 |
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Continuous |
7.1.4 |
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Any of the above |
7.1.5 |
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Could be included |
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7.2 |
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Not included |
7.3 |
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III. Output measures |
8 |
Pattern definition |
Comparison |
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8.1 |
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Intensity distribution |
Metrics summarising intensity distribution |
8.2.1 |
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Cyclical rhythm of activity |
8.2.2 |
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Absolute timing |
Cyclical rhythm of activity |
8.3.1 |
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Metrics of absolute time |
8.3.2 |
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Regularity of movement |
Direct measures |
8.4.1 |
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Indirect measures: frequency of bouts |
8.4.2 |
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Indirect measures: bout length |
8.4.3 |
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Indirect measures: frequency & bout length |
8.4.4 |
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Indirect measures: volume/duration with MBD* |
8.4.5 |
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Indirect measures: categorisation |
8.4.6 |
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Indirect measures: stability |
8.4.7 |
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Indirect measures: complexity |
8.4.8 |
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Temporal sequence |
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8.5 |
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Attributed variance |
8.6 |
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Other |
8.7 |
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IV. Output derivation method |
9 |
Computational methods on input |
Descriptive Analysis Methods |
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9.1 |
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Inferential Statistical Methods |
9.2 |
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Dimensionality Reduction Methods |
9.3 |
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Clustering and Classification Methods |
9.4 |
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Complex Systems Analysis Methods |
9.5 |
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Other |
9.6 |
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*MBD: minimum bout duration |
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