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Record W4321749003 · doi:10.1177/10497323231158629

Empowering Cancer Survivors in Managing Their Own Health: A Paradoxical Dynamic Process of Taking and Letting Go of Control

2023· article· en· W4321749003 on OpenAlexaff
Jonathan Avery, Roanne Thomas, Doris Howell, Claire-Jehanne Dubouloz Wilner

Bibliographic record

VenueQualitative Health Research · 2023
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Education
Canadian institutionsUniversity of OttawaPrincess Margaret Cancer CentreUniversity of British ColumbiaUniversity Health Network
Fundersnot available
KeywordsEmpowermentGrounded theoryConstruct (python library)PsychologyPsychological interventionSocial psychologyQualitative researchPsychotherapistSociologyPolitical sciencePsychiatry

Abstract

fetched live from OpenAlex

In cancer care, gaps in support to help patients manage and live with the side-effects from cancer treatments have increased the emphasis on empowering patients to be more active and involved in managing their own health. However, empowerment in relation to promoting self-management behaviors is not well understood. Using the social constructivist grounded theory approach, our goal was to develop a theoretical understanding of this phenomenon in relation to the self-management behaviors of post-treatment cancer patients. Twenty-two post-treatment cancer patients participated in a semi-structured focused interview to co-construct with us how empowerment is defined, described, and experienced in relation to their capacity to self-manage. Through this co-construction, we defined empowerment as a process of personal growth, a display of fortitude and strength when participants confronted the impact of their illness that emerged in two dynamic and paradoxical ways: 1) establishing control over the impact of the illness as a means to maintain normalcy and to circumvent change over an eroding and changing sense of self and 2) relinquishing control over aspects of the illness deemed irrepressible and acknowledging and accepting change. When successful at establishing and/or relinquishing control, participants no longer viewed cancer as a threat, but re-interpreted their illness as also having a beneficial "empowering" experience and more capable of managing. Findings will guide the development of self-management interventions that use empowerment as a core construct.

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)0.013
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.296
Threshold uncertainty score0.604

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0130.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
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 head0.270
GPT teacher head0.611
Teacher spread0.341 · 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 designQualitative
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

Citations19
Published2023
Admission routes1
Has abstractyes

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