MétaCan
Menu
← Back to cohort
Record W4403541826 · doi:10.3390/curroncol31100468

‘Between Inner Strength and Fighting Prejudice’: Psycho-Social Processes Implemented by Women with Leukemia Along the Illness Trajectory: A Grounded Theory Study

2024· article· en· W4403541826 on OpenAlexvenueno aff
Giovanna Artioli, Chiara Taffurelli, Victoria Cervantes Camacho, Stefano Botti, Roberto Lupo, Luana Conte, Paola Ferri, Antonio Bonacaro

Bibliographic record

VenueCurrent Oncology · 2024
Typearticle
Languageen
FieldMedicine
TopicCancer survivorship and care
Canadian institutionsnot available
Fundersnot available
KeywordsGrounded theoryDiseaseMedicinePrejudice (legal term)LeukemiaQualitative researchDevelopmental psychologyPsychologySocial psychologySociologyPathology

Abstract

fetched live from OpenAlex

BACKGROUND: Disease trajectories in leukemia are often unpredictable and recurrent, and patients' experiences can impact their quality of life. Studies in the literature often do not explore gender-related illness experiences from an intersectional approach and throughout the illness trajectory. This comprehensive study aims to explore the full spectrum of experiences lived by women with leukemia throughout the disease trajectory, from diagnosis to treatments and post-stem cell transplant follow-up. METHOD: A grounded theory approach was meticulously developed to analyze semi-structured interviews with 13 women with leukemia in the post-transplant follow-up phase at a hospital in Northern Italy. The data analysis was an iterative process, conducted concurrently using a constant comparative method. Data collection concluded when data saturation was reached. RESULTS: The core category identified is women's inner strength during the disease trajectory, which was identified for its recurrence and cross-cutting nature, according to the women. This core category interconnects with five main categories: 1. Facing the disease: Between resistance and surrender. 2. Living for today and moving forward. 3. Unexpected elements in relationships. 4. Changes that shape women. 5. Demystifying the body and embracing 'diminished beauty'. CONCLUSIONS: An explanatory model of the disease trajectory of women with leukemia was defined as: 'Women with leukemia, between inner strength and fighting prejudice'. An in-depth analysis of the disease experiences revealed aspects that are not easily understood through a purely biological perspective of gender differences, often overlooking the psycho-social and relational peculiarities of women.

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)0.012
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.012
Threshold uncertainty score0.062

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.007
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0070.013
Scholarly communication0.0060.006
Open science0.0020.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.046
GPT teacher head0.376
Teacher spread0.330 · 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 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

Citations1
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueCurrent Oncology→Same topicCancer survivorship and care→French-language works237,207→