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Record W2141242886 · doi:10.1200/jco.2006.09.8046

Age, Health, and Education Determine Supportive Care Needs of Men Younger Than 70 Years With Prostate Cancer

2007· article· en· W2141242886 on OpenAlexaff
David P. Smith, Rajah Supramaniam, Madeleine King, Jeanette Ward, Martin Berry, Bruce K. Armstrong

Bibliographic record

VenueJournal of Clinical Oncology · 2007
Typearticle
Languageen
FieldMedicine
TopicCancer survivorship and care
Canadian institutionsInstitute of Population and Public Health
FundersU.S. Department of Veterans Affairs
KeywordsMedicineProstate cancerHuman sexualityLogistic regressionFamily medicinePopulationGerontologyCancerNeeds assessmentHealth careDemographyGynecologyInternal medicine

Abstract

fetched live from OpenAlex

PURPOSE: It is important to meet the supportive care needs of cancer patients to ensure their satisfaction with their care. A population-wide sample of men younger than 70 years and newly diagnosed with prostate cancer was surveyed to determine their unmet needs in five domains and the factors predicting them. PATIENTS AND METHODS: Eligible men were younger than 70 years and residents in New South Wales, Australia, with newly diagnosed histopathologically confirmed prostate cancer. Sixty-seven percent of eligible men diagnosed between October 2000 and October 2001 participated. Demographic, treatment, and self-reported health data were collected. Information on cancer stage, grade, and prostate-specific antigen was obtained from medical records. Logistic regression analyses determined patient and treatment variables that predicted higher unmet needs. RESULTS: More than half (54%) of men with prostate cancer expressed some level of unmet psychological need, and 47% expressed unmet sexuality needs. Nearly one fourth expressed a moderate or high level of unmet need with respect to changes in sexuality. Sexuality needs were independently predicted by being younger, having had a secondary school education only, having had surgery, and being married, living as married, or divorced. Uncertainty about the future was also an important area of unmet need. CONCLUSION: Attention should be given to sexual and psychological needs in the early months after diagnosis or treatment of prostate cancer, particularly in younger men, those with less education, and those having surgery. Research into better ways of meeting these needs will enable us to meet them with as much rigor as we meet clinical treatment needs.

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)0.001
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.575
Threshold uncertainty score0.809

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.058
GPT teacher head0.464
Teacher spread0.406 · 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
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

Citations137
Published2007
Admission routes1
Has abstractyes

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