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Cluster-randomized trial of early palliative care for patients with metastatic cancer.

2012· article· en· W2965541018 on OpenAlexaffabout
Camilla Zimmermann, Nadia Swami, Gary Rodin, Ian F. Tannock, Monika K. Krzyzanowska, Natasha B. Leighl, Amit M. Oza, Malcolm J. Moore, Anne Rydall, Allan Donner

Bibliographic record

VenueJournal of Clinical Oncology · 2012
Typearticle
Languageen
FieldMedicine
TopicPalliative Care and End-of-Life Issues
Canadian institutionsWestern UniversityUniversity of TorontoPrincess Margaret Cancer CentreUniversity Health Network
Fundersnot available
KeywordsMedicineQuality of life (healthcare)Palliative careRandomized controlled trialCancerIntervention (counseling)Physical therapyBreast cancerInternal medicinePerformance statusNursing

Abstract

fetched live from OpenAlex

9003 Background: Patients with metastatic cancer have compromised quality of life (QOL), which tends to worsen towards the end of life. We conducted a cluster-randomized trial of early versus routine palliative care in patients with metastatic cancer, to assess impact on QOL, symptom control and satisfaction with care. Methods: Twenty-four medical oncology clinics were randomized, stratified by tumour site (4 lung clinics, 8 gastrointestinal, 4 genito-urinary, 6 breast, 2 gynecological), to intervention and follow-up (at least monthly) by a palliative care team, or to routine cancer care. Eligible patients had ECOG performance status 0-2 and a clinical prognosis of 6 months to 2 years. Patients completed measures of QOL (FACIT-Sp, including physical, social, emotional, functional and spiritual well-being; range 0-156, with higher scores indicating better QOL), symptom severity (Edmonton Symptom Assessment System; range 0-90, with higher scores indicating worse symptom severity), and satisfaction with care (FAMCARE-P16; score range 16-80) at baseline and monthly for 4 months. The primary outcome was the change in FACIT-Sp at 3 months. The planned sample size was 225 patients per arm, assuming 80% power and a 2-sided significance level of 0.05. Results: From December 2006 to September 2010, 461 patients completed baseline measures (228 intervention, 233 control); 442 patients completed at least one follow-up assessment (mean patients/cluster 18.8±11.6 control, 18.1±12.6 intervention). At 3 months, patients in the intervention group had marginally improved QOL (mean change in intervention vs. control, 1.6±14.5 vs. -2.0±13.6, p=0.07) but not symptom severity (0.1±16.9 vs. 2.1±13.9, p=0.34). At 4 months the change in QOL was more marked (2.5±15.5 vs. -4.0±14.2, p=0.008) and symptom severity was marginally better (-1.3±16.0 vs. 3.2±13.9, p=0.05). Improvement in satisfaction with care was evident at one month (p=0.001) and remained significant at both 3 months (2.3±9.1 vs.-1.8±8.2, p=0.001) and 4 months (3.7±8.6 vs. -2.4±8.3, p<0.001). Conclusions: In patients with metastatic cancer, early palliative care intervention immediately improved satisfaction with care, while QOL and symptom control improved later.

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)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.010
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0100.001

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 head0.333
GPT teacher head0.578
Teacher spread0.245 · 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 designRandomized trial
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

Citations22
Published2012
Admission routes2
Has abstractyes

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