A French–Greek Cross-Site Comparison Study of the Use of Automatic Video Analyses for the Assessment of Autonomy in Dementia Patients
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Participants and Clinical Assessment in Nice
2.2. Study Participants and Clinical Assessment in Thessaloniki in Greece
2.3. Study Protocol in Both Sites
- Prepare drink (e.g., tea);
- Make a phone call to a specific number;
- Establish account balance and transfer money through a tablet device to a specific account;
- Prepare drug box following a prescription.
2.3.1. Complex Activity Recognition System
2.3.2. Statistical Analysis
2.3.3. Results
Population in Nice
Population in Thessaloniki
2.3.4. Statistical Analysis Based on CAR Results and Ground-Truth Data
2.3.5. Comparison of Two Sites
Comparison between Cognitive Status Groups
Comparison between Laboratory Pilot Sites
3. Discussion
Author Contributions
Funding
Conflicts of Interest
Abbreviations
AD | Alzheimer’s Disease |
MCI | Mild Cognitive Impairment |
IADL | Instrumental Activities of Daily Living |
DAD | Disability Assessment for Dementia scale |
FLSA | Functional Living Skills Assessment |
ICT | Information Communication Technologies |
AAL | Ambient Assisted Living |
MMSE | Mini-Mental State Examination |
HC | Healthy controls |
FAB | Frontal Assessment Battery |
FRSSD | Functional Rating Scale for Dementia |
FUCAS | Functional Cognitive Assessment |
GDS | Geriatric Depression Scale |
CAR | Complex Activity Recognition |
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MCI (n = 6) M(SD) | Healthy (n = 5) M(SD) | p | |
---|---|---|---|
Sex | Women 2 Men 4 | Women 4 Men 1 | p = 0.12 |
Age | 75.83 (5.95) | 71.6 (2.51) | p = 0.31 |
Education (in years) | 11.33 (3.83) | 11.25 (2.87) | p = 0.91 |
MMSE Lawton Scale | 27 (2.68) | 28.6 (0.55) | p = 0.28 |
FAB Lawton Scale | 14.4 (0.55) | 17 (1.41) | p = 0.017 |
Cued Selective Reminding Test Grober–Buschke Overall total score (first, second and third free recall trial) | 34.75 (11.79) | 47.25 (0.5) | p = 0.027 |
IADL Lawton Scale | 6.5 (1.29) | 7.4 (0.55) | p =0.30 |
MCI (n = 38) M(SD) | AD (n = 27) M(SD) | Healthy (n = 33) M(SD) | p | |
---|---|---|---|---|
Sex | Women 28 Men 10 | Women 22 Men 5 | Women 21 Men 12 | p = 0.16 |
Age | 69.811 (5.8634) | 73.333 (6.8219) | 65.800 (3.9397) | p = 0.00 |
Education Years | 11.919 (3.9397) | 9.926 (4.4021) | 12.300 (3.8788) | p = 0.07 |
AD | MCI | Healthy | |||||
---|---|---|---|---|---|---|---|
Mean | Std. Deviation | Mean | Std. Deviation | Mean | Std. Deviation | p | |
MMSE | 21.074 | 4.4021 | 27.703 | 1.8539 | 28.968 | 1.0796 | p < 0.001 |
FRSSD total score | 9.815 | 4.1606 | 3.919 | 1.8315 | 2.323 | 1.7774 | p < 0.001 |
FUCAS total score | 57.815 | 12.9557 | 44.270 | 2.0636 | 42.118 | 0.4777 | p < 0.001 |
FUCAS Medication | 10.038 | 2.5057 | 7.324 | 0.7474 | 7.065 | 0.3592 | p < 0.001 |
FUCAS Telephone | 11.962 | 2.5843 | 8.027 | 1.0926 | 7.065 | 0.3592 | p < 0.001 |
FUCAS Shopping | 9.654 | 2.5914 | 7.486 | 0.9609 | 7.000 | 0.0000 | p < 0.001 |
FUCAS Transport | 10.154 | 2.8940 | 7.432 | 0.8347 | 7.065 | 0.3592 | p < 0.001 |
FUCAS Memory | 8.923 | 1.5472 | 6.595 | 0.7623 | 6.032 | 0.1796 | p < 0.001 |
FUCAS Planning | 7.846 | 1.9533 | 6.081 | 0.2767 | 6.000 | 0.0000 | p < 0.001 |
FUCAS Time | 7.115 | 1.5831 | 6.000 | 0.0000 | 6.000 | 0.0000 | p < 0.001 |
ANOVA | Sum of Squares | df | Mean Square | F | p | ||
Make Payment Duration | Between groups | 196,141.97 | 2 | 98,070.985 | 4.46 | 0.015 | |
Within groups | 1,561,221.167 | 71 | 21,989.031 | ||||
Total | 1,757,363.137 | 73 | |||||
Multiple Comparisons | Mean Difference (I–J) | Std. Error | p | ||||
Talk on Phone Duration | Games–Howell | 75.937287 | 29.561122 | 0.039 | |||
Make Payment Duration | Tukey HSD | −122.934106 | 41.600699 | 0.012 |
Correlations (Duration Attribute) | Age | Education | MMSE |
---|---|---|---|
Prepare Drug Box | 0.215 | −0.369 ** | −0.149 |
Make Payment | −0.126 | −0.104 | 0.248 |
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Karakostas, A.; König, A.; Crispim-Junior, C.F.; Bremond, F.; Derreumaux, A.; Lazarou, I.; Kompatsiaris, I.; Tsolaki, M.; Robert, P. A French–Greek Cross-Site Comparison Study of the Use of Automatic Video Analyses for the Assessment of Autonomy in Dementia Patients. Biosensors 2020, 10, 103. https://doi.org/10.3390/bios10090103
Karakostas A, König A, Crispim-Junior CF, Bremond F, Derreumaux A, Lazarou I, Kompatsiaris I, Tsolaki M, Robert P. A French–Greek Cross-Site Comparison Study of the Use of Automatic Video Analyses for the Assessment of Autonomy in Dementia Patients. Biosensors. 2020; 10(9):103. https://doi.org/10.3390/bios10090103
Chicago/Turabian StyleKarakostas, Anastasios, Alexandra König, Carlos Fernando Crispim-Junior, François Bremond, Alexandre Derreumaux, Ioulietta Lazarou, Ioannis Kompatsiaris, Magda Tsolaki, and Philippe Robert. 2020. "A French–Greek Cross-Site Comparison Study of the Use of Automatic Video Analyses for the Assessment of Autonomy in Dementia Patients" Biosensors 10, no. 9: 103. https://doi.org/10.3390/bios10090103
APA StyleKarakostas, A., König, A., Crispim-Junior, C. F., Bremond, F., Derreumaux, A., Lazarou, I., Kompatsiaris, I., Tsolaki, M., & Robert, P. (2020). A French–Greek Cross-Site Comparison Study of the Use of Automatic Video Analyses for the Assessment of Autonomy in Dementia Patients. Biosensors, 10(9), 103. https://doi.org/10.3390/bios10090103