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Updated: Jan 9, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Validity of the Spanish version of the quick mild cognitive impairment screen (Qmci-S)
Francesc Orfila1,2, Nuria Leiva-Bañuelos3,4, Olga Vázquez-Ibar3,5
1Unitat de Suport a la Recerca Barcelona, Fundació Institut Universitari per a la recerca a l'Atenció Primària de Salut Jordi Gol i Gurina (IDIAPJGol), Barcelona, Spain.
Abstract:
BackgroundAccurate, short, cognitive screening instruments are important for identifying mild cognitive impairment (MCI) and dementia including Alzheimer's disease. The Quick Mild Cognitive Impairment (Qmci) screen, given its brevity, may be useful in this setting but it has not been validated in Spanish.ObjectiveTo compare the diagnostic accuracy of the Spanish version (Qmci-S) to the Montreal Cognitive Assessment (MoCA).MethodsPatients aged ≥55 years were recruited from six Primary Care Teams in Barcelona, Spain, between 2018-2019. Dementia, MCI, and normal cognition (NC) were classified following neuropsychological testing, independent of the Qmci-S and MoCA scores. Diagnostic accuracy was determined by the area under receiver operating characteristic curves (AUC), adjusted for age and education.ResultsIn total, 337 patients were included, mean 77.9 years, standard deviation (SD) ± 6.9. Most were female (57.3%). The intraclass correlation coefficient for the Qmci-S was excellent (0.98). The Qmci-S had good to excellent diagnostic accuracy for separating NC from MCI and dementia (AUC 0.91) and was statistically greater than the MoCA (AUC 0.86), p = 0.029. Accuracy was similar for differentiating NC from MCI and MCI from dementia. The Qmci-S had a shorter administer time, mean 8.6 (±3.2) versus 12.75 (SD ±5.5) minutes, respectively, p < 0.001.ConclusionsThe newly developed Qmci-S screen showed excellent criterion, construct and concurrent validity versus the widely used MoCA and had statistically similar, good to excellent, diagnostic accuracy for cognitive impairment. Its significantly shorter administration time suggests it may be the better screen in a Spanish speaking population in primary care, though further research is required.
Insights
The Spanish Quick Mild Cognitive Impairment (Q-mci-S) screen accurately identifies cognitive impairment in older adults. This tool is faster than the MoCA, making it ideal for primary care settings.
Area of Science:
- Neurology
- Geriatrics
- Cognitive Science
Background:
- Accurate cognitive screening is crucial for early detection of mild cognitive impairment (MCI) and dementia, including Alzheimer's disease.
- The Quick Mild Cognitive Impairment (Q-mci) screen is a brief tool, but its Spanish version (Q-mci-S) required validation.
- Existing cognitive assessments may have limitations in time efficiency for primary care settings.
Purpose of the Study:
- To evaluate the diagnostic accuracy of the Spanish Q-mci-S compared to the Montreal Cognitive Assessment (MoCA).
- To assess the Q-mci-S's validity and reliability in a Spanish-speaking primary care population.
- To determine the time efficiency of the Q-mci-S versus the MoCA.
Main Methods:
- A cohort of 337 patients aged 55 years and older was recruited from primary care centers in Barcelona, Spain.
- Participants were classified into normal cognition (NC), MCI, or dementia based on comprehensive neuropsychological testing.
- Diagnostic accuracy was measured using the area under the receiver operating characteristic curve (AUC), adjusted for age and education.
Main Results:
- The Q-mci-S demonstrated excellent intraclass correlation (0.98), indicating high reliability.
- The Q-mci-S showed superior diagnostic accuracy (AUC 0.91) compared to MoCA (AUC 0.86) for differentiating cognitive impairment from normal cognition (p=0.029).
- The Q-mci-S had a significantly shorter administration time (8.6 minutes) than MoCA (12.75 minutes) (p<0.001).
Conclusions:
- The Q-mci-S exhibits excellent validity and diagnostic accuracy for cognitive impairment in Spanish-speaking primary care patients.
- The Q-mci-S is a more time-efficient screening tool than MoCA.
- Further research is recommended to solidify the Q-mci-S's role in clinical practice for cognitive screening.
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