Student model architecture. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Configuration of the LastBERT model. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Confusion matrix for DistilBERT model. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

ROC curve for LastBERT model. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Sample Posts from the ADHD dataset. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Top-level overview for ADHD classification study. by Ahmed Akib Jawad Karim (20427740)

“…Referring to LastBERT, a customized student BERT model, we significantly lowered model parameters from 110 million BERT base to 29 million-resulting in a model approximately 73.64% smaller. …”

Uptake of the intervention (N = 49). by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

Baseline characteristics of sample by trial arm. by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

CweL trial design. by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

Participant Flow. by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

Economic cost composition by arm and outcomes. by Stanley Carries (21172287)

“…There was a 1.32 unit (<i>p</i> = 0.085) decrease in depressive symptoms and a reduction in caregiver burden (β = -1.28, <i>p</i> = 0.020) in the intervention arm. …”

Data Normalization. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Organize Data. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

PCA. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Correlation Heatmap. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Immune Cell Correlation Analysis. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

GO Enrichment Analysis. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Differential Analysis. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

GO Diagram. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”

Hub Genes. by Guolian Wu (21464168)

“…Protein-protein interaction (PPI) network was constructed, and five candidate hub genes (<i>AURKB, BUB1, CCL2, IL-4</i>, and <i>TOP2A)</i> were identified. Immune cell infiltration analysis gusing the XCell algorithm showed increased levels of Monocytes, neutrophils, and other immune cells in KD, while B cells and T cells were decreased. …”