Related Experiment Video
Updated: Feb 19, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
[Indicators of an increase in dementia diagnosis rate in primary care]
Bernhard Michalowsky1, Karel Kostev2, Wolfgang Hoffmann1,3
1Deutsches Zentrum für Neurodegenerative Erkrankungen (DZNE) e.V. in der Helmholtz-Gemeinschaft, Standort Rostock/Greifswald, AG Translationale Versorgungsforschung, Ellernholzstraße 1-2, 17489, Greifswald, Deutschland.
Background:
In 2013 and 2014 dementia diagnoses in general practitioner (GP) practices dramatically increased, a phenomenon most likely caused by monetary incentives.
Objective:
Which GP practice-dependent indicators are associated with the increase in dementia diagnoses and are thus decisive factors for the way in which physicians in GP practices respond to monetary incentives?
Material And Methods:
We performed a retrospective, longitudinal analysis of 856 GP practices. The increase in dementia diagnoses was calculated by comparing the number of newly diagnosed persons with dementia (PWD) per GP practice in 2012 and 2014. The indicators of the ability to respond included in this study were (1) practice size (number of patients treated per year), (2) geriatric focus (number of patients ≥70 years), and (3) willingness to diagnose (number of newly diagnosed PWD in 2012) and treat (number of antidementia prescriptions in 2012). The analysis of the association between the ability to respond and the indicators was performed using logistic regression.
Results:
The changes in the number of diagnoses in GP practices differed greatly. The incidence increase was associated with a higher number of patients treated in a practice and a higher number of patients aged 70 years or older.
Discussion:
Physicians in general practices with a larger number of cases, especially of geriatric patients, showed a higher willingness to respond to monetary incentives introduced to improve the care of geriatric patients. Whether these monetary incentives also lead to an improvement in the quality of care and the lives of PWD should be examined in future analyses.
Related Concept Videos
Dementia
The progression of dementia is generally gradual....
Diagnostic and Statistical Manual of Mental Disorders (DSM)
Documentation of Nursing Diagnosis
In some settings, data-driven computerized decision support systems are in place, allowing for more accurate nursing diagnoses. The database within one of these systems includes diagnostic labels defining characteristics, activities, and indicators for nursing. A nurse enters...
Documentation in Long-Term and Home Healthcare Setting
Long-Term Care Facilities
Alzheimer's Disease: Overview
The clinical diagnosis of AD hinges on the presence of memory and other cognitive impairments. Biomarkers, such as changes in Aβ...
Formulating and Validating Nursing Diagnosis II
Risk nursing diagnoses represent clinical judgments of an individual, family, or community more vulnerable to developing the health problem than others...

