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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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.004
Threshold uncertainty score0.014

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.002

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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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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