MétaCan
Menu
← Back to cohort

Memory impairment and neurocognitive deficits reduce the health-related quality of life in medulloblastoma survivors

2023· preprint· en· W4388513693 on OpenAlexaff
Henry Mandeville, Joanna Stone, Susanna Waern, Frank Saran, Komel Khabra, Stergios Zacharoulis, Beverley Wharram, Sucheta Vaidya, Simon Stapleton, Karen Powell, Christopher Chandler, Fernando Carceller, Torunn I. Yock

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicGlioma Diagnosis and Treatment
Canadian institutionsRoyal Ottawa Mental Health Centre
Fundersnot available
KeywordsNeurocognitiveMedicineQuality of life (healthcare)MedulloblastomaPediatricsDiseaseClinical psychologyAudiologyPsychiatryCognitionInternal medicine

Abstract

fetched live from OpenAlex

Background Survivors of childhood medulloblastoma are particularly susceptible to late effects because of the location of the tumour and the treatment required to achieve a cure. Living with these long-term toxicities is challenging and greater understanding of the impact of the disease and treatment have on health-related quality of life (HRQoL) is needed. Procedure We report a cross-sectional study to assess patient HRQoL outcomes for 52 long-term survivors of medulloblastoma aged 1–25 years of age at diagnosis and treated during a ten-year period at The Royal Marsden Hospital. Child self-reports and parent – proxy reports of PedsQL scores correlate with clinical information, long-term toxicity (assessed using CTCAE) and neurocognitive assessment (using WISC-IV) to examine the impact that disease and treatment have on HRQoL after treatment. Results Reported late toxicities included ataxia (62%), hearing impairment (59%), endocrine disorders (57%) and memory impairment (44%). Reduced HRQoL outcome scores for patients showed a significant correlation with reduced verbal comprehension (0.51; p=0.025), and processing speed (0.5; p=0.04). Memory impairment showed significant association with the cancer module PedsQL (p=0.024) scores. Parents’ perception of their child’s quality of life was lower than the patient’s self-assessment (mean 55.9 for parents and 63.8 for patients, p=0.004). Conclusions The findings from this study confirm the impact of late toxicities and neurocognitive sequelae on HRQoL in patients previously treated for medulloblastoma in childhood and adolescence. In particular verbal comprehension, processing speed and memory impairment influence patient reported outcomes in this cohort.

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)0.002
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 score0.005
Threshold uncertainty score0.009

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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)0.0010.000

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 head0.070
GPT teacher head0.340
Teacher spread0.270 · 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
Published2023
Admission routes1
Has abstractyes

Explore more

Same topicGlioma Diagnosis and Treatment→French-language works237,207→