MétaCan
Menu
Back to cohort
Record W4412102505 · doi:10.1007/s40121-025-01181-8

Long-Term Impacts of Invasive Meningococcal Disease on Survivors and Their Caregivers in the United States and Canada

2025· review· en· W4412102505 on OpenAlexaffabout
Todd Wolynn, Nerurkar Sv, Rachel Dawson, Katherine Galarza, Helay Hassas, Angie Upegui, David P. Greenberg, Corwin A. Robertson, Heather Entenmann, Liga Bennetts, Maureen P. Neary

Bibliographic record

VenueInfectious Diseases and Therapy · 2025
Typereview
Languageen
FieldImmunology and Microbiology
TopicBacterial Infections and Vaccines
Canadian institutionsCanadian Sleep Society
FundersSanofi
KeywordsMedicineMeningococcal diseaseTerm (time)DiseaseGerontologyIntensive care medicinePediatricsInternal medicineNeisseria meningitidis

Abstract

fetched live from OpenAlex

INTRODUCTION: Adolescents and young adults are among those most often impacted by invasive meningococcal disease (IMD), and survivors are often left with serious and permanent physical, neurological, psychological, or systemic complications. We conducted this targeted literature review with the primary goal of identifying evidence and evidence gaps relating to long-term health-related quality-of-life (HRQoL) and economic impacts for survivors who contracted IMD during adolescence or early adulthood and their caregivers. METHODS: We searched electronic databases and gray literature for studies assessing long-term clinical, HRQoL, and economic outcomes for patients who survived IMD in the US or Canada. Expert input provided by a survivor and patient advocate, as well as a pediatrician, was used to explore impacts and evidence gaps. RESULTS: Eleven studies met the prespecified inclusion criteria for this review. Seven studies from the US and four from Canada reported on long-term outcomes of interest, including ten studies reporting clinical sequelae experienced by IMD survivors, three reporting HRQoL/social impacts, five reporting healthcare resource utilization, and four reporting direct costs. Across seven studies, 10.6-41% of IMD survivors had ≥ 1 sequelae, with prominent examples including seizures, deafness or hearing loss, stroke, amputation, skin scarring, and renal dysfunction or failure. Qualitative interviews and questionnaires revealed that survivors face significant and persistent emotional distress and physical impairment that limit daily functioning and social activities. Healthcare resource use, including inpatient stays and specialist visits following IMD was high, leading to substantial healthcare costs, especially among survivors with sequelae. Expert input highlighted that much of the burden encountered by survivors is not included in the published literature, including the cumulative out-of-pocket and indirect costs of living with sequelae for decades and the extent of the physical, psychological, and social impacts. CONCLUSION: While published evidence suggests that survivors with sequelae from IMD during adolescence or young adulthood have long-term and significant humanistic and economic impacts, considerable and important evidence gaps remain.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.657
Threshold uncertainty score0.781

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 integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.013
GPT teacher head0.264
Teacher spread0.251 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreReview

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

Citations1
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueInfectious Diseases and TherapySame topicBacterial Infections and VaccinesFrench-language works237,207