Here we describe the investigations that were collected from the public domain. The data from these investigations make up the training and challenge data for the CMI-Flu prediction challenge. An overview of all the data, including links to more detailed descriptions of the other data, may be found at CMI-x .
20260821 see https://www.kaggle.com/competitions/cmi-flu-first-prediction-challenge/discussion/736185
Following a screen of the training data studies,
vaccine_season and vaccine have been updated,
based on a manual review of all 152 arms across 59 studies.
Changes per column:
| column | changed cells |
|---|---|
vaccine_season |
22 |
vaccine |
12 |
The majority of studies have had missing data completed, 4 studies have been corrected. The studies affected are: SDY3010 ; SDY3186 ; SDY3193, SDY3427 ; SDY270; SDY272 ; SDY305 ; SDY314 ; SDY404 ; SDY56 ; SDY1393 ; SDY80 ; SDY112 ; SDY212 ; EXT100
The
vaccine_strains_per_season.txt reference file has also been updated:
H3N2 A/Victoria/361/2011 in seasons 2013-14 and 2014-15 has
been updated to A/Texas/50/2012. This information also
affects the virus_in_vaccine flag in the serology data; the
serology data has also been updated.
20261020
Changes per column:
| column | changed cells |
|---|---|
vaccine |
8 |
Vaccine information has now been added for 8 studies (16 arms) : 2016_UGA ; 2017_UGA ; 2018_UGA ; 2019_UGA ; 2020_UGA ; 2021_UGA ; 2022_UGA ; 2023_UGA ; 2024_UGA
| Investigations | |
| Data dictionary | |
| Column | Description |
|---|---|
| study_accession | Study identifier (links to the assay tables). One study may comprise multiple arms. |
| title | Short title of the study. |
| description | Free-text description of the study. |
| pubmed_ids | PubMed IDs of publications associated with the study; semicolon-separated. |
| arm_id | Identifier of the study arm/cohort (a group of participants receiving the same intervention). One row per arm. |
| arm_name | Human-readable name of the arm. |
| arm_description | Free-text description of the arm. |
| nr_participants | Number of participants enrolled in the study. |
| vaccine_season | Influenza season (year) in which the arm was vaccinated. NA where not recorded. |
| vaccine | Vaccine type administered: TIV, QIV, IIV/IIV3/IIV8 (inactivated), or LAIV (live attenuated). |
| main_pubmed_id | PubMed ID of the primary publication for the study. |
| year | Publication year of the primary reference. |
| first_author | First author of the primary publication. |
Data preview:
invest = read_tsv('../datasets/260512/train_part2/investigations.tsv')
head(invest)
## # A tibble: 6 × 13
## study_accession title description pubmed_ids arm_id arm_name arm_description
## <chr> <chr> <chr> <chr> <chr> <chr> <chr>
## 1 2016_UGA 2016_U… Annual vac… 38917104;… 2016_… 2016 UG… 2016 UGA Stand…
## 2 2016_UGA 2016_U… Annual vac… 38917104;… 2016_… 2016 UG… 2016 UGA High …
## 3 2017_UGA 2017_U… Annual vac… 38917104;… 2017_… 2017 UG… 2017 UGA Stand…
## 4 2017_UGA 2017_U… Annual vac… 38917104;… 2017_… 2017 UG… 2017 UGA High …
## 5 2018_UGA 2018_U… Annual vac… 36366544;… 2018_… 2018 UG… 2018 UGA Stand…
## 6 2018_UGA 2018_U… Annual vac… 36366544;… 2018_… 2018 UG… 2018 UGA High …
## # ℹ 6 more variables: vaccine_season <dbl>, vaccine <chr>,
## # main_pubmed_id <dbl>, year <dbl>, first_author <chr>, nr_participants <dbl>
Each study contributes a number of participants to the training data (left). The bar for the 2025LJI challenge cohort is highlighted in red; all other studies are shown in blue; the dashed line shows the mean number of participants per study. We have collected data from 4,805 participants across 59 studies. The heatmap (right) shows, for the same studies, the number of participants with data for each assay; grey cells indicate no data.
# Barplot, heatmap and the combined figure are built in participants_per_assay.R.
source("participants_per_assay_part2.R", local = TRUE)
combined