Hyperparameter ranges by Eloy Geenjaar (21533195)

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Convolutional vs RNN context encoder by Eloy Geenjaar (21533195)

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Each subfigure shows a different local size (LS) and context size (CS) configuration, where the reliability of the model across different initializations is measured in R-squared. by Eloy Geenjaar (21533195)

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Kaplan-Meier analysis showing cumulative incidence of all-cause mortality by number of cognitive activities. by Linjia Duan (13276989)

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Stratified analyses by potential modifiers of the association between the number of cognitive activities and all-cause mortality. by Linjia Duan (13276989)

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The influence of training-time noise on classification accuracy and reliability by Eloy Geenjaar (21533195)

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Data sample demographics. Note that AP refers to anti-psychotic medication, and AD refers to anti-depressive medication. Thus, AP and AD in this table refer to the percentage of pa... by Eloy Geenjaar (21533195)

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An abstract depiction of our model, for the independent version of the model, the context representation is not concatenated inside the local encoder. by Eloy Geenjaar (21533195)

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Associations of number of cognitive activities with all-cause mortality and medication analysis of number of cognitive activities by baseline cognitive function. by Linjia Duan (13276989)

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Flow chart of participants selection. by Linjia Duan (13276989)

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These subfigures show a visualization of the context embeddings for the DSVAE model with LS=2=4,CS=2. The first subfigure from the left shows three patient clusters, the second sub... by Eloy Geenjaar (21533195)

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The window classification accuracy for two of our proposed models (DSVAE, IDSVAE), windowed FNC (wFNC), and two baseline methods: context-only (CVAE), and local-only (LVAE). by Eloy Geenjaar (21533195)

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Baseline characteristics by number of cognitive activities. by Linjia Duan (13276989)

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The three schizophrenia patient clusters visualized using functional connectivity matrices. To create the visualizations, we take all the windows belonging to a cluster and average... by Eloy Geenjaar (21533195)

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Analysis of FROM dynamics (pre-epidemic). by Cuicui Liu (1496260)

Subjects: “…phenomenon intensified significantly…”

Analysis of FROM dynamics (post epidemic). by Cuicui Liu (1496260)

Subjects: “…phenomenon intensified significantly…”

Robustness check. by Cuicui Liu (1496260)

Subjects: “…phenomenon intensified significantly…”

Third. by Cuicui Liu (1496260)

Subjects: “…phenomenon intensified significantly…”

Analysis of TO dynamics (in-epidemic). by Cuicui Liu (1496260)

Subjects: “…phenomenon intensified significantly…”

Analysis of TO dynamics (pre-epidemic). by Cuicui Liu (1496260)

Subjects: “…phenomenon intensified significantly…”