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We amalgamate autoencoder and predictor architectures using an adaptive weighting scheme coping with a reduced size labeled dataset, while enriching our models from enormous unlabeled sets.
We amalgamate this with the basis of major professional society anticoagulation recommendations with regards to the strengths and limitations of current risk stratification strategies and discuss gaps in our current evidence base and next steps to address those gaps.
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"We amalgamated all the dealers' inventories into one search site, which can be navigated by item, city, category, period or creator," Mr. Bruno said.
Thus, we amalgamated wards in such a way that no area had fewer than 50 respondents, using the principles (a) that wards were only amalgamated with adjacent wards; and (b) no wards whose IMD scores differed by more than 5 were amalgamated.
We amalgamated histograms over 10,000 random inputs and estimated the p-value of a CPIM (T1, T2, O) as the fraction of CPIMs in random networks whose conservation score is at least as large as φ(T1, T2, O).
We amalgamated all independent contrasts into a single dataset and used PCA to identify broad patterns of evolutionary variation (following [ 33]).
We amalgamated direct data sources to identify incident diabetes and found no evidence of heterogeneity between sources using a meta-analysis approach.
Although we classified each problem using the relevant full ICPC code, for our analysis we amalgamated the problems to chapter level.The development process we followed is illustrated in Figure 1.
We amalgamated two similar recommendations (concerning initiation of insulin in type 2 diabetes) and replaced one recommendation concerning prescribing non-steroid anti-inflammatory drugs (NSAIDs) with a composite recommendation on risky prescribing [ 29].
Exploiting the patient's identification number as a unique identifier, we amalgamated the KBCR database with two population-based sources of information: the Korean Central Cancer Registry, which provides patient's survival data, and the Korean National Statistical Office, which publishes complete death statistics.
In cases where the conceptual differences between theoretical domains of behavioural change were indistinct in the context of the data of this interview study (eg, when the difference between intentions and goals was difficult to apply), we amalgamated the theoretical domains.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com