Data Sheet 1_Machine-learning detection of stress severity expressed on a continuous scale using acoustic, verbal, visual, and physiological data: lessons learned.pdf by Marketa Ciharova (8991782)

“…</p>Conclusions<p>The complexity of input features needed for machine-learning detection of stress severity based on multimodal data requires large sample sizes with wide variability of stress reactions and inputs among participants. …”

Table 1_Combinations of multimodal neuroimaging biomarkers and cognitive test scores to identify patients with cognitive impairment.docx by Yuriko Nakaoku (17874681)

“…The structural, perfusion, and diffusion MRI-derived biomarkers remained in the identification model with variable selection with the elastic net algorithm, and were thus considered important variables.…”

Data Sheet 1_Enhancing needle puncture detection using high-pass filtering and diffuse reflectance.pdf by Rachael L’Orsa (21251894)

“…Four data-driven puncture-detection (DDPD) algorithms from the literature, which are appropriate for use with the variable tool velocities produced by manual insertions, were applied to the resulting data set offline. …”