The phrase "all modalities of data" is correct and usable in written English.
It can be used when discussing different forms or types of data in a particular context, such as research, analysis, or data management.
Example: "In our study, we will analyze all modalities of data, including qualitative and quantitative information."
Alternatives: "all types of data" or "all forms of data".
Establishing the feasibility and utility of such a modality of data collection could potentially allow scaling up across multiple sites/states in the future.
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.
The International Association for the Study of Lung Cancer IASLCC) undertook the ambitious International Staging Project in which an international database was assembled, consisting of more than 67,000 cases of lung cancer, treated between 1990 and 2000 by all modalities of care and collected retrospectively from 46 data sources from more than 19 countries around the world [16].
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.
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).
Our study is not without limitations, which include face-to-face interviews as the only modality of data collection.
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.
