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Record W2975550753 · doi:10.1097/ppo.0000000000000395

Integrative Approaches to Stress Management

2019· review· en· W2975550753 on OpenAlexafffund
Linda E. Carlson, Kirsti Toivonen, Utkarsh Subnis

Bibliographic record

VenueThe Cancer Journal · 2019
Typereview
Languageen
FieldMedicine
TopicComplementary and Alternative Medicine Studies
Canadian institutionsUniversity of Calgary
FundersCanadian Institutes of Health Research
KeywordsPsychological interventionMindfulnessStress managementPsychosocialDistressPopularityPsychologyPsychotherapistMassageQuality of life (healthcare)Clinical psychologyScope (computer science)MedicineAlternative medicinePsychiatrySocial psychologyComputer science

Abstract

fetched live from OpenAlex

This narrative review provides an overview of the scope of psychosocial distress and stress in cancer patients and survivors and the potential negative consequences of untreated symptoms. Evidence-based interventions to treat these symptoms are reviewed, beginning with a summary of published clinical practice guidelines, followed by more detailed reviews of the specific integrative interventions with the largest empirical support: cognitive-behavioral stress management, yoga, mindfulness-based interventions, and massage. We also comment on use of natural health products because of their popularity. Finally, we conclude with recommendations to improve the quality of research in integrative interventions for stress management.

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)0.002
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: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.007
Threshold uncertainty score0.022

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0030.002
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0010.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.001

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 head0.518
GPT teacher head0.459
Teacher spread0.058 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations24
Published2019
Admission routes2
Has abstractyes

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