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Record W2619372708 · doi:10.1093/neuonc/nox083.150

LGG-17. IMPACT OF STROKE AND STROKE RECURRENCE ON LATE MORTALITY AS WELL AS PSYCHOLOGICAL AND SOCIOECONOMIC OUTCOMES IN CHILDHOOD CANCER SURVIVORS

2017· article· en· W2619372708 on OpenAlexaff
Sabine Mueller, Yan Chen, Yutaka Yasui, Heather J. Fullerton, Rebecca M. Howell, Kevin C. Oeffinger, Leslie L. Robison, Gregory T. Armstrong, Kevin R. Krull

Bibliographic record

VenueNeuro-Oncology · 2017
Typearticle
Languageen
FieldMedicine
TopicCerebral Palsy and Movement Disorders
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsStroke (engine)MedicineSocioeconomic statusCohortOdds ratioNeurocognitivePediatricsPhysical therapyPopulationInternal medicinePsychiatryCognition

Abstract

fetched live from OpenAlex

BACKGROUND: Survivors of childhood cancer treated with cranial radiation therapy (CRT) are at high risk for stroke and stroke recurrence. However, the impact of stroke on psychological and socioeconomic outcomes and late mortality is not known. METHODS: Using the Childhood Cancer Survivor Study cohort, mortality rates (IR) per 100 person-years and 95% confidence intervals (CI) were calculated across three time periods: (1) prior to stroke (stroke free); (2) after first stroke but before recurrent stroke (post stroke); and (3) post recurrent stroke. Associations between stroke and psychological (neurocognitive function, emotional distress, health-related quality of life) and socioeconomic outcomes (education, income, employment, marital status, and independent living) were assessed using multivariable logistic regression adjusted for sex, age at diagnosis, and maximum CRT dose to calculate odds ratios (OR). RESULTS: Among 14,311 5+ year survivors (median age at survey 34.2 years, range 5.6–58.0; median time from diagnosis 26.2 years, range 5.0–38.0) 222 had a stroke ≥ 5years from diagnosis (single n=169; recurrent n=53). Based on 2,021 deaths, the all-cause late mortality rate increased from 0.67 (CI 0.64–0.70) in the stroke-free time period to 3.5 (CI 2.1–6.0) post recurrent stroke. Among 7,205 survivors with longitudinal follow-up, those with history of stroke were: more likely to live with a caregiver (single stroke OR 2.2 (CI 1.4–3.7); recurrent stroke OR 5.1 (CI 1.6–16.0)); limited physical function (single stroke OR 3.0 (CI 1.8–5.1); recurrent stroke OR 10.4 (CI 3.6–30.4)); and increased body pain (single stroke OR 2.0 (CI 1.2–3.4); recurrent stroke OR 3.1, CI 1.1–8.8)). Risk was increased for memory impairment, OR 3.4 (CI 1.1–10.2) and depression OR 4.8 (CI 1.7–13.7) after recurrent stroke. Stroke and stroke recurrence contribute to late mortality and negatively impacts longterm outcome in pediatric cancer survivors. Improved understanding of the pathogenesis of post-CRT stroke is needed to improve stroke prevention strategies.

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)0.003
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 score0.019
Threshold uncertainty score0.037

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
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 head0.033
GPT teacher head0.389
Teacher spread0.356 · 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
Published2017
Admission routes1
Has abstractyes

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