Both datasets provide quality control indicators although different approaches are used by each provider.
Newer datasets provide more complete information about patient provider communication elements and visit outcomes including all three key elements: patient self-report of symptoms, audiotaped patient provider communication during the visit, and visit outcomes.
Online social networks allow to access larger datasets, however, data providers often restrict the access to their resources for commercial, technical or legal reasons.
The dynamic agent composition therefore has the additional benefit that validation of models can be done easily by setting two simulations and simply changing the datasets and data providers, and comparing their outputs.
For example, GBIF provides access to 285 data providers, 7445 datasets, and nearly 175 million searchable records.
The approach that we used for discovering, requesting and acquiring lake water quality datasets from a variety of data providers, focusing on datasets already in the public domain.
After we eliminated all provider types other than physicians, PAs, and NPs, the vast majority (>98%) of encounters in the dataset listed only one provider as involved in the encounter.
In terms of particular areas of interest for the new data accelerator, the spokeswoman said the program has an "open brief" and will be led by "the datasets available from data providers," although it does also intend to structure this into a set of sector-specific tracks and challenges — identified in discussions with industry leaders and experts over coming weeks.
Data providers for datasets published on SEAMAP were also categorized as a government organization, non-government organization (i.e., non-profit research institutes, aquariums, etc)., or university.
For the analysis we used the dataset of the Medicare Provider Analysis and Review (MEDPAR).
