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Record W4229447864 · doi:10.21203/rs.3.rs-966252/v2

Viral Respiratory Diseases on Sorok Island during the Pandemic

2022· preprint· en· W4229447864 on OpenAlexaff
Jong‐Hoon Lee, Badar Kanwar, Asif Khattak, Jenny Balentine, Seongcheol Cho, Tae‐Young Choi, Keumho Lee, Tuan Nguyen Ngoc Minh, Richard E. Kast, Chul Joong Lee, Jean Bourbeau, Eric Lewin Altschuler, Consolato Sergi, Ngoc Nguyen Huy, So Jeong Lee, Su-Hee Choi, Sang-Suk Oh, Jungwuk Park, Mun-Gi Sohn, Michael D. Coleman

Bibliographic record

VenueResearch Square · 2022
Typepreprint
Languageen
FieldMedicine
TopicPneumocystis jirovecii pneumonia detection and treatment
Canadian institutionsChildren's Hospital of Eastern OntarioUniversity of OttawaMcGill University Health Centre
FundersUniversität Innsbruck
KeywordsDapsoneMedicineInternal medicineGastroenterologyDiseaseImmunology

Abstract

fetched live from OpenAlex

Abstract Background: Dapsone is helpful in the molecular regulation of inflammasome activation, ubiquitin, one/two-electron oxidation, ubiquitination cascade, and myeloperoxidase/halide system. Objective: To study whether lung inflammation, inflammatory cytokine production, viral RNA, and sustained interferon (IFN) response by dapsone are responsible for its observed preventive treatment effects, functioning as a competitor against viral diseases. Methods: We compared Hansen's disease (HD) patients with viral respiratory diseases (VRDs) after prescribing dapsone as a standard treatment from 2005 to 2019. Results: The 3705 VRD participants who received the dapsone intervention compared to the 1172 VRD participants in the control group demonstrated T2 (M = 269.88, SD = 88.70, 95% CI 266.13-273.62, p-value < .00001):T3 (M = 59.75, SD = 93.36, 95% CI 51.36-68.14, p-value < .00001) definitely proves that VRD is very low when dapsone is taken, and very high when not taken. The t-value is −3.42, and the p-value is 0114. (significant at p < 0.05). It demonstrated significantly more prevalence of VRD in the DDS unprescribed group. We designed the Factor consisting of the dapsone taking group and anti-Alzheimer's disease drug (AAD) taking Alzheimer's disease (AD) diagnosed group, and it was strongly negatively correlated with the prevalence of Bronchitis and chronic obstructive pulmonary disease (COPD). It means that dapsone treated and AAD exacerbated them, but both had nothing to do with Pneumonia.Conclusion: This study provides theoretical clinical data that dapsone prevents and treats viral respiratory diseases and their related Bronchitis and COPD during the pandemic; moreover, AAD should be stopped.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.079
Threshold uncertainty score0.156

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.065
GPT teacher head0.403
Teacher spread0.338 · 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 designObservational
Domainnot available
GenreEmpirical

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
Published2022
Admission routes1
Has abstractyes

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