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Temporal trends in health status among adults in the Childhood Cancer Survivor Study (CCSS).

2015· article· en· W2939833210 on OpenAlexaff
Kirsten K. Ness, Melissa M. Hudson, Kendra Jones, Wendy M. Leisenring, Marilyn Stovall, Daniel M. Green, Joseph Philip Neglia, Tara O. Henderson, Jacqueline Casillas, Jennifer S. Ford, Karen E. Effinger, Kevin C. Oeffinger, Gregory T. Armstrong, Leslie L. Robison, Paul C. Nathan

Bibliographic record

VenueJournal of Clinical Oncology · 2015
Typearticle
Languageen
FieldMedicine
TopicChildhood Cancer Survivors' Quality of Life
Canadian institutionsHospital for Sick Children
Fundersnot available
KeywordsMedicineAnxietyCancerConfidence intervalPediatricsInternal medicinePsychiatry

Abstract

fetched live from OpenAlex

10020 Background: The impact of temporal changes in childhood cancer therapy on long-term health status has not been evaluated. With expansion of CCSS, information about health status is available for 5+ year survivors diagnosed from 1970-1999. Methods: We estimated prevalence of poor general and mental health, functional impairment, activity limitation and cancer-related anxiety and pain at baseline evaluation among 15,830 survivors of childhood cancer. Outcomes were compared among treatment decades using log-binomial regression to calculate relative risk (RR) and 95% confidence interval (CI), adjusted for age, sex, race and diagnosis. Results: Proportions of survivors treated with radiation and amputation decreased; proportions treated with anthracyclines or alkylating agents increased over time. Survivors diagnosed more recently were more likely to report poor general health, pain and anxiety, and less likely to report functional impairment. Diagnoses with large increases (p < 0.001) in prevalence of adverse outcomes from 1970-79 to 1990-99 were leukemia (9.8 to 12.6% poor general health), bone tumor (23.2 to 30.7% pain) and Hodgkin lymphoma (15.7 to 19.2% anxiety). CNS tumor survivors had the largest decrease in functional impairment prevalence (37.7 to 19.7%). Conclusions: While the proportion of childhood cancer survivors reporting functional impairment in the most recent era decreased, particularly among CNS tumor survivors, proportions reporting poor general health, pain and anxiety increased slightly from 1970 to 1999. 1970-79 1980-89 1990-99 Median (Range) Diagnosis age (years) 8 (0-21) 11 (0-21) 10 (0-21) Age at evaluation 28 (18-48) 26 (18-48) 26 (18-42) % Male 52.4 53.4 50.6 White 89.0 83.9 76.2 Cranial radiation 33.1 24.4 12.4 Chest radiation 24.2 20.0 9.9 Amputation 5.4 4.5 1.7 Alkylating agent 27.4 59.9 58.4 Anthracycline 30.7 51.4 59.3 Mean dose (mg/m2) 335 ± 284 271 ± 144 214 ± 118 RR (95% CI) Poor general health 1.0 1.1 (1.0-1.2) 1.2 (1.1-1.3) Functional impairment 1.0 (0.9-1.1) 0.8 (0.7-0.9) Activity limitation 0.9 (0.8-1.0) 0.9 (0.8-1.0) Poor mental health 1.0 (0.9-1.1) 1.0 (0.9-1.1) Pain 1.1 (1.0-1.2) 1.2 (1.1-1.4) Anxiety 1.1 (1.0-1.3) 1.2 (1.1-1.3) *p-values for trend < 0.001.

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)0.002
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 score0.069
Threshold uncertainty score0.138

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.203
GPT teacher head0.530
Teacher spread0.327 · 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".

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Citations0
Published2015
Admission routes1
Has abstractyes

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