The accuracy of the MMSE in detecting cognitive impairment when administered by general practitioners: A prospective observational study

<p>Abstract</p> <p>Background</p> <p>The Mini-Mental State Examination (MMSE) has contributed to detecting cognitive impairment, yet few studies have evaluated its accuracy when used by general practitioners (GP) in an actual public-health setting.</p> <p>Objectives</p> <p>We evaluated the accuracy of MMSE scores obtained by GPs by comparing them to scores obtained by Alzheimer's Evaluation Units (UVA).</p> <p>Methods</p> <p>The study was observational in design and involved 59 voluntary GPs who, after having undergone training, administered the MMSE to patients with symptoms of cognitive disturbances. Individuals who scored ≤ 24 (adjusted by age and educational level) were referred to Alzheimer's Evaluation Units (UVA) for diagnosis (including the MMSE). UVAs were unblinded to the MMSE score of the GP. To measure interrater agreement, the weighted Kappa statistic was calculated. To evaluate factors associated with the magnitude of the difference between paired scores, a linear regression model was applied. To quantify the accuracy in discriminating no cognitive impairment from any cognitive impairment and from Alzheimer's disease (AD), the ROC curves (AUC) were calculated.</p> <p>Results</p> <p>For the 317 patients, the mean score obtained by GPs was significantly lower (15.8 vs. 17.4 for the UVAs; p < 0.01). However, overall concordance was good (Kappa = 0.86). Only the diagnosis made by the UVA was associated with the difference between paired scores: the adjusted mean difference was 3.1 for no cognitive impairment and 3.8 for mild cognitive impairment. The AUC of the scores for GPs was 0.80 (95%CI: 0.75–0.86) for discriminating between no impairment and any impairment and 0.89 (95%CI: 0.84–0.94) for distinguishing patients with AD, though the UVA scores discriminated better.</p> <p>Conclusion</p> <p>In a public-health setting involving patients with symptoms of cognitive disturbances, the MMSE used by the GPs was sufficiently accurate to detect patients with cognitive impairment, particularly those with dementia.</p

Every Time I Fire a Conversational Designer, the Performance of the Dialogue System Goes Down

Incorporating handwritten domain scripts into neural-based task-oriented dialogue systems may be an effective way to reduce the need for large sets of annotated dialogues. In this paper, we investigate how the use of domain scripts written by conversational designers affects the performance of neural-based dialogue systems. To support this investigation, we propose the Conversational-Logic-Injection-in-Neural-Network system (CLINN) where domain scripts are coded in semi-logical rules. By using CLINN, we evaluated semi-logical rules produced by a team of differently-skilled conversational designers. We experimented with the Restaurant domain of the MultiWOZ dataset. Results show that external knowledge is extremely important for reducing the need for annotated examples for conversational systems. In fact, rules from conversational designers used in CLINN significantly outperform a state-of-the-art neural-based dialogue system when trained with smaller sets of annotated dialogues

[Health and disability in the elderly: old paradigms and future prospects]

The projections regarding the ageing of the Italian population are cause for great concern; however, the ageing scenario may actually be interpreted in a more optimistic way. Theories formulated in the 80s envisaging a decline of mortality, morbidity and disability in the elderly are now confirmed and prefigure an unexpected decrease in disability rates in the elderly population. The aim of this review is to attempt to explain the reasons for this by analyzing the role played by the various determinants of health, in particular social isolation, which are likely to play an important role in the future as well

Salute e disabilità nell'anziano, tra vecchi paradigmi ed un nuovo sorprendente futuro

The projections regarding the ageing of the Italian population are cause for great concern; however, the ageing scenario may actually be interpreted in a more optimistic way. Theories formulated in the 80s envisaging a decline of mortality, morbidity and disability in the elderly are now confirmed and prefigure an unexpected decrease in disability rates in the elderly population. The aim of this review is to attempt to explain the reasons for this by analyzing the role played by the various determinants of health, in particular social isolation, which are likely to play an important role in the future as well

[Health and disability in the elderly: old paradigms and future prospects]

The projections regarding the ageing of the Italian population are cause for great concern; however, the ageing scenario may actually be interpreted in a more optimistic way. Theories formulated in the 80s envisaging a decline of mortality, morbidity and disability in the elderly are now confirmed and prefigure an unexpected decrease in disability rates in the elderly population. The aim of this review is to attempt to explain the reasons for this by analyzing the role played by the various determinants of health, in particular social isolation, which are likely to play an important role in the future as well