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Is Inhaled Furosemide A Potential Therapeutic For COVID-19?

2020· dataset· en· W4205610563 on OpenAlexaff
Anja Brennecke, Laura Villar, Zhiyu Wang, Lisa Doyle, Autumn Meek, Mark A. Reed, Christopher Barden, Donald J. Weaver

Bibliographic record

VenueAuthorea · 2020
Typedataset
Languageen
FieldMedicine
TopicInhalation and Respiratory Drug Delivery
Canadian institutionsKrembil Foundation
Fundersnot available
KeywordsCytokine stormMedicineFurosemideCoronavirus disease 2019 (COVID-19)CytokineDrug repositioningRepurposingIntensive care medicineDrugCoronavirusPneumoniaDiseaseSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)ImmunologyPharmacologyInfectious disease (medical specialty)BiologyInternal medicine

Abstract

fetched live from OpenAlex

The potentially lethal COVID-19 infection caused by the novel Severe Acute Respiratory Disease Coronavirus-2 (SARS-CoV-2) has evolved into a global crisis. There are two major processes that lead to the morbidity and mortality of this disease: initially the viral infection, followed by a host inflammatory response that frequently results in excessive secretion of inflammatory cytokines (e.g. IL-6, IL-8, IL-10, TNFα), developing into a self-targeting toxic “cytokine storm” in which the lungs fill with inflammatory secretions causing critical pulmonary tissue damage. Even though the search for a vaccine and anti-viral agents has already been initiated, the de novo development of a safe, COVID-19 specific solution may take years; regrettably, the need for a therapeutic that is available immediately is growing daily. Therefore, repurposing an already approved drug offers a promising approach to address this urgent need. A truly effective therapeutic, however, should be available not only for the single individual in a developed country, but also for the many people in developing countries. As presented in this review, inhaled furosemide, a small molecule capable of inhibiting IL-6, IL-8 and TNFα within the lung, may be an agent capable of treating the COVID-19 cytokine storm in both resource-rich and developing countries. Furosemide is a “repurpose-able” small molecule therapeutic, that is safe, easily synthesized, handled and stored, and is available in reasonable quantities worldwide.

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.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.064
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

Machine scores (provisional)

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.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.071
GPT teacher head0.363
Teacher spread0.292 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreDataset

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2020
Admission routes1
Has abstractyes

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