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Record W4402164711 · doi:10.3138/jammi-2024-0005

Clinical practice guideline–supported administration of monoclonal antibody therapy for high-risk patients with COVID-19: Experience of a quaternary care centre

2024· article· en· W4402164711 on OpenAlexaffvenueabout
Keely Hammond, François Bourdeau, Marina Klein, Donald C. Vinh, Makeda Semret

Bibliographic record

VenueJournal of the Association of Medical Microbiology and Infectious Disease Canada · 2024
Typearticle
Languageen
FieldMedicine
TopicSARS-CoV-2 and COVID-19 Research
Canadian institutionsCanadian Institutes of Health ResearchMcGill University Health CentreMcGill University
Fundersnot available
KeywordsGuidelineCoronavirus disease 2019 (COVID-19)MedicineMonoclonal antibodySevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)Administration (probate law)2019-20 coronavirus outbreakVirologyAntibodyIntensive care medicineInternal medicineImmunologyPathologyPolitical scienceOutbreak

Abstract

fetched live from OpenAlex

Background: Immunocompromised patients remain at risk of progression to severe COVID-19 disease. Methods: We describe clinical COVID-19-related outcomes after administration of anti-SARS-CoV-2 monoclonal antibodies (mAb) following institutional clinical practice guidelines (CPGs) in 205 high-risk patients between November 2021 and April 2022 at a Canadian quaternary care centre. Results: Median patient age was 59 years; 102 (50%) were female. Eighty-two (40%) were transplant recipients, 47 (23%) patients had hematologic malignancies, 25 (12%) had solid organ malignancies, and 51 (25%) had another indication. Forty-eight (23%) had received fewer than two doses of anti-SARS-CoV-2 vaccines. The majority (80%) had mild disease at presentation with 14% moderate and 6% severe. Median time from symptom onset to mAb administration was 3 days (IQR 2.0-5.5 days). Of those who received mAb as outpatients, 90 (93%) had favourable clinical outcomes (no COVID-19-related hospitalizations or death within 3 months). Of those who received mAb as inpatients, 93 (86%) had favourable outcomes (discharged without COVID-19-related re-admission or death), 4% were re-admitted, and 10% died. In logistic regression analysis, only disease severity at time of mAb administration was associated with unfavourable outcomes. Fewer than two vaccine doses was not associated with unfavourable outcomes, suggesting potential benefit among the under-vaccinated. There was a significant difference in adherence to CPGs between administration of mAb in outpatients versus inpatients (adherent for 85% versus 58%, p < 0.001), where non-adherence occurred in cases of severe disease. Conclusion: CPG-supported mAb administration for management of COVID-19 in high-risk patients was associated with favourable clinical outcomes and may be a useful model to guide future therapies.

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)0.003
metaresearch head score (Gemma)0.013
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 score0.189
Threshold uncertainty score0.377

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.012
GPT teacher head0.366
Teacher spread0.354 · 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
Published2024
Admission routes3
Has abstractyes

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