In-season projections of COVID-19 vaccine uptake for the 2023/2024 season.
Scott Olesen [email protected] (CDC/IOD/ORR/CFA) Inga Holmdahl [email protected] (CDC/IOD/ORR/CFA)
We have generated three different methods that may give us an idea of the trajectory we are on within the season (2023/2024), in relation to a reference season (2022/2023).
- Date-based: Assume that the primary determinant of uptake is the week of the year; continue uptake from the same calendar date of the reference season year, regardless of how uptake compares so far
- Rate-based: Assume that the rate of uptake will decrease over time, in a similar way to the reference season. Continue uptake at the rate of the reference season, starting from the week whose rate best matches the current rate
- Sentiment-based: Assume that of people stating they intend to get vaccinated at the beginning of the current season, the proportion who actually will get vaccinated is constant between seasons
We do not assume that any of these is an exact reflection of the many factors driving uptake, but use them methods to project possible uptake scenarios over the coming season.
All three of these methods are designed to be used after vaccine rollout has begun, but before the season has ended. They each are desgined to use only a single previous season as reference.
To produce plots of 2023/2024 uptake projections weekly throughout the 2023/2024 season, with 2022/2023 uptake as a reference:
devtools::load_all("uptakeprojection")
source("scripts/setup.R")
source("scripts/project_uptake.R")
We refer to data.cdc.gov sources, which this packages pulls from the public API:
udsf-9v7b
- 2022/2023 NISpakc-hru3
- 2023/2024 NIS
This repository was created for use by CDC programs to collaborate on public health related projects in support of the CDC mission. GitHub is not hosted by the CDC, but is a third party website used by CDC and its partners to share information and collaborate on software. CDC use of GitHub does not imply an endorsement of any one particular service, product, or enterprise.
This repository constitutes a work of the United States Government and is not subject to domestic copyright protection under 17 USC § 105. This repository is in the public domain within the United States, and copyright and related rights in the work worldwide are waived through the CC0 1.0 Universal public domain dedication. All contributions to this repository will be released under the CC0 dedication. By submitting a pull request you are agreeing to comply with this waiver of copyright interest.
This repository is licensed under ASL v2 or later.
This source code in this repository is free: you can redistribute it and/or modify it under the terms of the Apache Software License version 2, or (at your option) any later version.
This source code in this repository is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the Apache Software License for more details.
You should have received a copy of the Apache Software License along with this program. If not, see http://www.apache.org/licenses/LICENSE-2.0.html
The source code forked from other open source projects will inherit its license.
This repository contains only non-sensitive, publicly available data and information. All material and community participation is covered by the Disclaimer and Code of Conduct. For more information about CDC's privacy policy, please visit http://www.cdc.gov/other/privacy.html.
Anyone is encouraged to contribute to the repository by forking and submitting a pull request. (If you are new to GitHub, you might start with a basic tutorial.) By contributing to this project, you grant a world-wide, royalty-free, perpetual, irrevocable, non-exclusive, transferable license to all users under the terms of the Apache Software License v2 or later.
All comments, messages, pull requests, and other submissions received through CDC including this GitHub page may be subject to applicable federal law, including but not limited to the Federal Records Act, and may be archived. Learn more at http://www.cdc.gov/other/privacy.html.
This repository is not a source of government records but is a copy to increase collaboration and collaborative potential. All government records will be published through the CDC web site.
Please refer to CDC's Template Repository for more information about contributing to this repository, public domain notices and disclaimers, and code of conduct.