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The work of Garvin et al. [ 29] from 2012 focused on extracting one specific type of information (ejection fraction) at the document level which relates to 4 concepts at the class level.
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9 It has been argued that exclusion of patients with missing information on ejection fraction could have led to the inconsistency of these results.10 Aging and comorbidities may play an important role in the development of HFPEF, 11 which is expected to become the predominant type of HF in the future.
ECHO results could contain information about ejection fraction (EF), valvular disorders and ventricular wall motility.
Information about ejection fraction was the most frequent diagnostic argument, followed by information about cardiac enlargement or pulmonary congestion on chest X-ray.
Use of information about ejection fraction (EF) value, or, in the case of CV3, about left ventricular function, as arguments for or against the diagnosis CHF.
The pressure waveform is then mathematically transformed into a central aortic waveform that contains the first (peak flow) and second (peak pressure) systolic peaks and displays information on ejection duration.
A recent analysis from a single U.S. center with detailed information on ejection fraction, Brain Natriuretic Peptide (BNP), and functional capacity also found that users of metformin exhibited better outcomes than users of other antidiabetic therapies, although there were too few events to achieve statistical significance after adjustment (adjusted HR 0.63, 95% CI 0.21 1.89) (4).
As suggested, missing information on ejection fraction may reflect a reduced level of ambition from physicians towards diagnostic work-up or care of patients, perhaps because of frailty and/or comorbidities, and has therefore been suggested as a marker of adverse outcomes.
For example, using an ion sponge of Geometry I with two trapping layers (noted as L1 and L2, Figure S5a, Supporting Information), the boundary ejection can be used for layer L1 while a resonance ejection can be used for layer L2.
It is true that information about the ejection fraction value on ECHO was the single most frequent diagnostic argument, and it was the most common argument against CHF.
"Other" indicates that other ECHO information than the ejection fraction was used in the diagnostic reasoning and (0) that no ECHO informtion was used.
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