Confronting the controversy: interleukin-6 and the COVID-19 cytokine storm syndrome
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
- Candidate categories
- Metaresearch, Meta-epidemiology (narrow), Science and technology studies, Research integrity
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: Not applicable
- Genre
- Candidate signal: EditorialConsensus signal: Editorial
- Teacher disagreement score
- 0.286
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.014 | 0.301 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.008 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
- Teacher spread
- 0.329 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
<b>Hypercytokinaemic immune dysregulation in COVID-19 is known as cytokine storm syndrome. Interleukin-6 levels ≥80 pg·mL<sup>−1</sup> predict an increased risk of respiratory failure and death, and immunomodulatory therapy is an area of urgent investigation.</b>https://bit.ly/3jq3uJ4
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
The record
- Venue
- European Respiratory Journal
- Topic
- COVID-19 Clinical Research Studies
- Field
- Medicine
- Canadian institutions
- International Collaboration On Repair DiscoveriesUniversity of British Columbia
- Funders
- NIH Clinical CenterVancouver Coastal Health Research InstituteWeston Brain InstituteCanadian Institutes of Health ResearchCure Alzheimer's Fund
- Keywords
- Cytokine stormCoronavirus disease 2019 (COVID-19)StormCytokineImmune systemCytokine release syndromeImmunologySevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)InterleukinMedicineInterleukin 62019-20 coronavirus outbreakVirologyImmunotherapyInternal medicineDiseaseGeographyMeteorology
- Has abstract in OpenAlex
- yes