Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]

Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle] Publisher

Sadeghzadeh SA¹ ; Nazari MJ² ; Aljamaeen M¹ ; Yazdani FS³ ; Mousavi SY⁴ ; Vahabi Z⁵

Show Affiliations

1. Department of Computing, Staffordshire University, Stoke-on-Trent, ST4 2DE, United Kingdom
2. Computer Science and Mathematics Department, Amirkabir University of Technology, 424 Hafez Ave, Tehran, Iran
3. Faculty of Education Sciences and Psychology, Ferdowsi University of Mashhad, Mashhad, Iran
4. Department of Psychiatry, Tehran University of Medical Sciences, Tehran, Iran
5. Department of Geriatrics Medicine and Cognitive Neurology and Neuropsychiatry Department, Tehran University of Medical Sciences, Tehran, Iran

Source: NPG Neurologie - Psychiatrie - Geriatrie Published:2024

Abstract

The paper presents a comprehensive study on predictive models for Alzheimer's disease (AD) and mild cognitive impairment (MCI) diagnosis, implementing a combination of cognitive scores and artificial intelligence algorithms. The research includes detailed analyses of clinical and demographic variables such as age, education, and various cognitive and functional scores, investigating their distributions and correlations with AD and MCI. The study utilizes several machine-learning classifiers, comparing their performance through metrics like accuracy, precision, and area under the ROC curve (AUC). Key findings include the influence of gender on AD prevalence, the potential protective effect of education, and the significance of functional decline and cognitive performance scores in the models. The results demonstrate the effectiveness of ensemble methods and the robustness of the models across different data subsets, highlighting the potential of artificial intelligence in enhancing diagnostic accuracy for Alzheimer's disease and mild cognitive impairment. © 2024 The Author(s); Cette etude explore l'application des algorithmes d'apprentissage automatique pour le diagnostic de la maladie d'Alzheimer (MA) et l'identification de la deterioration cognitive legere (DCL), en utilisant des scores cognitifs parmi d'autres variables cliniques et demographiques. Nous decrivons notre methodologie, incluant la collecte de donnees, le pretraitement, la selection des caracteristiques, et l'utilisation de divers classificateurs d'apprentissage machine. Les resultats mettent en evidence l'efficacite des methodes d'ensemble dans la prediction de la MA et de la DCL, discutent des implications de ces resultats pour le diagnostic precoce et l'intervention, et suggerent des directions pour les recherches futures. © 2024 The Author(s)

Experts (# of related papers)

Akbar Fotouhi (1)

Style	Citing Format
MLA	Sadeghzadeh SA, et al.. "Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]." NPG Neurologie - Psychiatrie - Geriatrie, vol. , no. , 2024, pp. -.
APA	Sadeghzadeh SA, Nazari MJ, Aljamaeen M, Yazdani FS, Mousavi SY, Vahabi Z (2024). Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]. NPG Neurologie - Psychiatrie - Geriatrie, (), -.
Chicago	Sadeghzadeh SA, Nazari MJ, Aljamaeen M, Yazdani FS, Mousavi SY, Vahabi Z. "Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]." NPG Neurologie - Psychiatrie - Geriatrie , no. (2024): -.
Harvard	Sadeghzadeh SA et al. (2024) 'Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]', NPG Neurologie - Psychiatrie - Geriatrie, (), pp. -.
Vancouver	Sadeghzadeh SA, Nazari MJ, Aljamaeen M, Yazdani FS, Mousavi SY, Vahabi Z. Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]. NPG Neurologie - Psychiatrie - Geriatrie. 2024;():-.
BibTex	@article{ author = {Sadeghzadeh SA and Nazari MJ and Aljamaeen M and Yazdani FS and Mousavi SY and Vahabi Z}, title = {Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]}, journal = {NPG Neurologie - Psychiatrie - Geriatrie}, volume = {}, number = {}, pages = {-}, year = {2024} }
RIS	TY - JOUR AU - Sadeghzadeh SA AU - Nazari MJ AU - Aljamaeen M AU - Yazdani FS AU - Mousavi SY AU - Vahabi Z TI - Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle] JO - NPG Neurologie - Psychiatrie - Geriatrie VL - IS - SP - EP - PY - 2024 ER -

Style

Citing Format

MLA

Sadeghzadeh SA, et al.. "Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]." NPG Neurologie - Psychiatrie - Geriatrie, vol. , no. , 2024, pp. -.

APA

Sadeghzadeh SA, Nazari MJ, Aljamaeen M, Yazdani FS, Mousavi SY, Vahabi Z (2024). Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]. NPG Neurologie - Psychiatrie - Geriatrie, (), -.

Chicago

Sadeghzadeh SA, Nazari MJ, Aljamaeen M, Yazdani FS, Mousavi SY, Vahabi Z. "Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]." NPG Neurologie - Psychiatrie - Geriatrie , no. (2024): -.

Harvard

Sadeghzadeh SA et al. (2024) 'Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]', NPG Neurologie - Psychiatrie - Geriatrie, (), pp. -.

Vancouver

Sadeghzadeh SA, Nazari MJ, Aljamaeen M, Yazdani FS, Mousavi SY, Vahabi Z. Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]. NPG Neurologie - Psychiatrie - Geriatrie. 2024;():-.

BibTex

@article{ author = {Sadeghzadeh SA and Nazari MJ and Aljamaeen M and Yazdani FS and Mousavi SY and Vahabi Z}, title = {Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]}, journal = {NPG Neurologie - Psychiatrie - Geriatrie}, volume = {}, number = {}, pages = {-}, year = {2024} }

RIS

TY - JOUR
AU - Sadeghzadeh SA
AU - Nazari MJ
AU - Aljamaeen M
AU - Yazdani FS
AU - Mousavi SY
AU - Vahabi Z
TI - Predictive Models for Alzheimer's Disease Diagnosis and Mci Identification: The Use of Cognitive Scores and Artificial Intelligence Algorithms; [Modeles Predictifs Pour Le Diagnostic De La Maladie D'alzheimer Et L'identification De La Deterioration Cognitive Legere: Exploitation Des Scores Cognitifs Et Des Algorithmes D'intelligence Artificielle]
JO - NPG Neurologie - Psychiatrie - Geriatrie
VL -
IS -
SP -
EP -
PY - 2024
ER -

Science Communicator Platform

Authors

Authors Affiliations

Abstract