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Once the database is populated, using data mining tools, partially invisible correlations between different modalities of data, modeled in database schema, can be discovered.
The modalities of data collection should be pre-defined; common protocols, sufficiently exhaustive but at the same time easy to perform, should be shared from the beginning.
Another potential limitation inherent in the current study design results from using multiple modalities of data collection.
We chose to use multiple modalities of data collection (online, phone, written, and in-person) throughout the study in order to provide the most flexibility for participating families.
This is reasonable given that, although simplified and standardized, scoring patient-provider interactions requires the most relative clinical acumen and interpretation of clinical activities, compared to the other modalities of data collection.
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A grand challenge for the AI-based NLP research is that the developed tools do not generalize to different settings (in terms of languages, modality of data, and the type of crisis).
With an access to locations of hundreds of million users, profiles and the contents of the social media posts, the LBSM data provided a novel modality of data source for human mobility study.
Our study is not without limitations, which include face-to-face interviews as the only modality of data collection.
Establishing the feasibility and utility of such a modality of data collection could potentially allow scaling up across multiple sites/states in the future.
This may include information about the modality of data handling and manipulation, version of software and/or libraries used, and implementation of the statistical methods.
Historical approaches to medical research have generally focused on the investigation of disease states based on the changes in physiology in the form of a confined view of certain singular modality of data [ 6].
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