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- Estimation of the global prevalence of dementia in 2019 and forecasted prevalence in 2050: an analysis for the Global Burden of Disease Study 2019.Lancet Public Health. 2022; 7: e105-e125
- Changing demography and the challenge of dementia in India.Nat Rev Neurol. 2021; 17: 747-758
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- Ethnic differences in dementia risk: a systematic review and meta-analysis.J Alzheimers Dis. 2021; 80: 337-355
- Maelstrom Research guidelines for rigorous retrospective data harmonization.Int J Epidemiol. 2017; 46: 103-105
- Integrative data analysis in clinical psychology research.Annu Rev Clin Psychol. 2013; 9: 61-89
- Using imputation to provide harmonized longitudinal measures of cognition across AIBL and ADNI.Sci Rep. 2021; 11: 23788
- Determinants of cognitive performance and decline in 20 diverse ethno-regional groups: a COSMIC collaboration cohort study.Plos Med. 2019; 16: e1002853
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- Pre-statistical Considerations for harmonization of cognitive instruments: harmonization of ARIC, CARDIA, CHS, FHS, MESA, and NOMAS.J Alzheimers Dis. 2021; 83: 1803-1813
- Cross-national harmonization of cognitive measures across HRS HCAP (USA) and LASI-DAD (India).PLoS One. 2022; 17: e0264166
- Elsevier.(Available at:)
- NIH.(Available at:)
- The protocols for the 10/66 dementia research group population-based research programme.BMC Public Health. 2007; 7: 165
- The health and retirement study harmonized cognitive assessment protocol project: study design and methods.Neuroepidemiology. 2020; 54: 64-74
- The Caribbean consortium on D. The Latin America and the Caribbean consortium on dementia (LAC-CD): from Networking to research to implementation Science.J Alzheimers Dis. 2021; 82: S379-S394
- Quality, quantity and harmony: the DataSHaPER approach to integrating data across bioclinical studies.Int J Epidemiol. 2010; 39: 1383-1393
- Data harmonization and federated analysis of population-based studies: the BioSHaRE project.Emerg Themes Epidemiol. 2013; 10: 12
- Future Directions for the HRS harmonized cognitive assessment protocol.Forum Health Econ Policy, 2022
- Neuropsychological assessment.4th ed. Oxford University Press, New York2004
- The use of neuropsychological tests across Europe: the need for a consensus in the use of assessment tools for dementia.Eur J Neurol. 2011; 18: 279-285
- Calibrating longitudinal cognition in Alzheimer's disease across diverse test batteries and datasets.Neuroepidemiology. 2014; 43: 194-205
- Statistical approaches to harmonize data on cognitive measures in systematic reviews are rarely reported.J Clin Epidemiol. 2015; 68: 154-162
- The statistical modeling of aging and risk of Transition project: data collection and harmonization across 11 longitudinal cohort studies of aging, cognition, and dementia.Obs Stud. 2015; 1: 56-73
- The prevalence of mild cognitive impairment in diverse Geographical and ethnocultural regions: the COSMIC collaboration.PLoS One. 2015; 10: e0142388
- Comparison of standardization methods for the harmonization of Phenotype data: an application to cognitive measures.Am J Epidemiol. 2016; 184: 770-778
- Age-related cognitive decline and associations with sex, education and apolipoprotein E genotype across ethnocultural groups and geographic regions: a collaborative cohort study.Plos Med. 2017; 14: e1002261
- Item response theory.John Wiiley & Sons Inc, 2021
- Item response theory for psychologists.Erlbaum, Mahwah (NJ)2000
- Psychometric approaches for developing commensurate measures across independent studies: traditional and new models.Psychol Methods. 2009; 14: 101-125
- Pooling data from multiple longitudinal studies: the role of item response theory in integrative data analysis.Dev Psychol. 2008; 44: 365-380
- Effects of education and race on cognitive decline: an integrative study of generalizability versus study-specific results.Psychol Aging. 2015; 30: 863-880
- Localizing age-related individual differences in a hierarchical structure.Intelligence. 2004; 32
- Multiple imputation was an efficient method for harmonizing the Mini-Mental State Examination with missing item-level data.J Clin Epidemiol. 2011; 64: 787-793
- Harmonization of neuroimaging biomarkers for neurodegenerative diseases: a survey in the imaging community of perceived barriers and suggested actions.Alzheimers Dement (Amst). 2019; 11: 69-73
- Alzheimer’s disease neuroimaging initiative.(Available at:)https://adni.loni.usc.edu/Date: 2017
- ENIGMA: Enhancing Neuro imaging Genetics through meta analysis.(Available at:)
- Cohorts for Heart and aging research in genomic epidemiology (CHARGE) consortium.(Available at:)
- Harmonization of cortical thickness measurements across scanners and sites.Neuroimage. 2018; 167: 104-120
- White matter hyperintensities and longitudinal cognitive decline in cognitively normal populations and across diagnostic categories: a meta-analysis, systematic review, and recommendations for future study harmonization.Alzheimers Dement. 2022;
- HARNESS HARmoNising brain imaging MEthodS for VaScular contributions to neurodegeneration.(Available at:)
- The EADC-ADNI Harmonized Protocol for manual hippocampal segmentation on magnetic resonance: evidence of validity.Alzheimers Dement. 2015; 11: 111-125
- FreeSurfer-based segmentation of hippocampal subfields: a review of methods and applications, with a novel quality control procedure for ENIGMA studies and other collaborative efforts.Hum Brain Mapp. 2022; 43: 207-233
- ENIGMA HALFpipe: Interactive, reproducible, and efficient analysis for resting-state and task-based fMRI data.Hum Brain Mapp. 2022; 43: 2727-2742
- Intra-scanner and Inter-scanner reproducibility of Automatic white matter hyperintensities Quantification.Front Neurosci. 2019; 13: 679
- Harmonization of multi-site diffusion tensor imaging data.Neuroimage. 2017; 161: 149-170
- Longitudinal ComBat: a method for harmonizing longitudinal multi-scanner imaging data.Neuroimage. 2020; 220: 117129
- Statistical harmonization corrects site effects in functional connectivity measurements from multi-site fMRI data.Hum Brain Mapp. 2018; 39: 4213-4227
- A multi-scanner neuroimaging data harmonization using RAVEL and ComBat.Neuroimage. 2021; 245: 118703
- Neuroharmony: a new tool for harmonizing volumetric MRI data from unseen scanners.Neuroimage. 2020; 220: 117127
- Conceptualizing mental disorders as deviations from normative functioning.Mol Psychiatry. 2019; 24: 1415-1424
- Beyond the average patient: how neuroimaging models can address heterogeneity in dementia.Brain. 2021; 144: 2946-2953
- Scanner invariant representations for diffusion MRI harmonization.Magn Reson Med. 2020; 84: 2174-2189
- Site effects how-to & when: an overview of retrospective techniques to accommodate site effects in multi-site neuroimaging analyses.PsyArXiv Preprints. 2022;
- The global prevalence of dementia: a systematic review and metaanalysis.Alzheimers Dement. 2013; 9: 63-75 e62
- The effect of different diagnostic criteria on the prevalence of dementia.N Engl J Med. 1997; 337: 1667-1674
- The 10/66 Dementia Research Group's fully operationalised DSM-IV dementia computerized diagnostic algorithm, compared with the 10/66 dementia algorithm and a clinician diagnosis: a population validation study.BMC Public Health. 2008; 8: 219
- Use of multidimensional item response theory methods for dementia prevalence prediction: an example using the Health and Retirement Survey and the Aging, Demographics, and Memory Study.BMC Med Inform Decis Mak. 2021; 21: 241
- The need for harmonisation and innovation of neuropsychological assessment in neurodegenerative dementias in Europe: consensus document of the Joint Program for Neurodegenerative Diseases Working Group.Alzheimers Res Ther. 2017; 9: 27
- Pre-statistical harmonization of behavioral instruments across eight surveys and trials.BMC Med Res Methodol. 2021; 21: 227
- Assessing distress in the community: psychometric properties and crosswalk comparison of eight measures of psychological distress.Psychol Med. 2018; 48: 1316-1324
- Measures of resting state EEG rhythms for clinical trials in Alzheimer's disease: recommendations of an expert panel.Alzheimers Dement. 2021; 17: 1528-1553
- Dementia ConnEEGtome: towards multicentric harmonization of EEG connectivity in neurodegeneration.Int J Psychophysiol. 2022; 172: 24-38
- A conceptual framework for research on subjective cognitive decline in preclinical Alzheimer's disease.Alzheimers Dement. 2014; 10: 844-852
- Estimating prevalence of subjective cognitive decline in and across international cohort studies of aging: a COSMIC study.Alzheimers Res Ther. 2020; 12: 167
- Mild cognitive impairment: disparity of incidence and prevalence estimates.Alzheimers Dement. 2012; 8: 14-21
- Population attributable fractions for risk factors for dementia in low-income and middle-income countries: an analysis using cross-sectional survey data.Lancet Glob Health. 2019; 7: e596-e603