FastEval Parkinsonism

ver. 0.1.2

Demo


Left hand


  • Evaluating hand:
    • left

  • Quality control: high confidence
    • error frame ratio: 0.0

  • Deep learning model:
    • predicted UPDRS: 0

  • Evaluating indices:
    • (TOP) frequency: 4.5 ± 1.1 (Hz)
    • (TOP) intensity: 0.099 ± 0.099 (A.U.)
    • (TOP) inte-freq: 0.442 ± 0.124 (A.U./s)
    • (MIDDLE) peak: 0.51 ± 0.07
      (distance/thumb-length)
    • (BOTTOM) absolute difference of frequency: potentially detect "interrupt" or "hesitate" if the peak is high.

Right hand


  • Evaluating hand:
    • right

  • Quality control: high confidence
    • error frame ratio: 0.013

  • Deep learning model:
    • predicted UPDRS: 2

  • Evaluating indices:
    • (TOP) frequency: 1.7 ± 0.6 (Hz)
    • (TOP) intensity: 0.071 ± 0.071 (A.U.)
    • (TOP) inte-freq: 0.119 ± 0.05 (A.U./s)
    • (MIDDLE) peak: 0.52 ± 0.13
      (distance/thumb-length)
    • (BOTTOM) absolute difference of frequency: potentially detect "interrupt" or "hesitate" if the peak is high.

Radar chart (comparison of left and right hand)

Table. Linear transformation of evaluation indices to 80-20 scale.

Dimension Score 80 (Normal) 80 ~ 60 Score 60 (Slight) 60 ~ 40 Score 40 (Mild) 40 ~ 20 Score 20 (Moderate or Severe)
Predicted-UPDRS 0 0 ~ 1 1 1 ~ 2 2 2 ~ 3 3 or more severe
Frequency (Hz) 3.21 or more 3.21 ~ 2.71 2.71 2.71 ~ 2.20 2.20 2.20 ~ 1.70 1.70 or less
Frequency-Intensity (A.U./s) 0.267 or more 0.267 ~ 0.197 0.197 0.126 ~ 0.197 0.126 0.126 ~ 0.0561 0.0561 or less
Intensity (A.U.) 0.0820 or more 0.0820 ~ 0.0650 0.0650 0.0650 ~ 0.0479 0.0479 0.0479 ~ 0.0308 0.0308 or less
Peak (tip-distance/thumb-length) 0.531 or more 0.531 ~ 0.476 0.476 0.476 ~ 0.421 0.421 0.421 ~ 0.366 0.366 or less

Scale: good:80 - slight:60 - mild:40 - moderate or severe:20