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Record W4409328623 · doi:10.3390/healthcare13070822

A Qualitative Study Exploring the Rehabilitation Experience of Individuals with a Previous Diagnosis of Cancer and/or Sepsis, Their Caregivers, and Health Providers

2025· article· en· W4409328623 on OpenAlexafffundabout
Jenna Smith‐Turchyn, Christopher Farley, Anastasia Newman, Jayden Pannu, Bram Rochwerg, Som D. Mukherjee, Marla Beauchamp, Linda Li, Hira Mian, Michelle E. Kho

Bibliographic record

VenueHealthcare · 2025
Typearticle
Languageen
FieldMedicine
TopicSepsis Diagnosis and Treatment
Canadian institutionsUniversity of British ColumbiaMcMaster University
FundersCanadian Institutes of Health ResearchGovernment of Canada
KeywordsRehabilitationQualitative researchCancerMedicinePsychologyNursingPhysical therapySociologyInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND/OBJECTIVES: Survivors of cancer have more than double the risk of developing sepsis compared to those with no history of cancer. Those who develop sepsis have lasting side effects reducing their physical function and quality of life. Rehabilitation-related needs and barriers are unknown for individuals with cancer who have had sepsis. The aim of this study was to examine the rehabilitation-related experiences of patients with cancer and/or sepsis, their caregivers, and the healthcare team and the educational needs regarding the rehabilitation of patients with sepsis. METHODS: We performed a qualitative descriptive study using interviews and focus groups for data generation. We included adults living in Canada who were English-speaking, currently or formerly diagnosed with cancer and/or sepsis, or a caregiver of someone with a current or past diagnosis of cancer and/or sepsis, or a healthcare professional working with this population. Two reviewers used NVivo software for data management and conducted a qualitative data analysis. RESULTS: We included 30 study participants (nine patients, nine caregivers, 12 healthcare professionals; 15 for one-on-one interviews; 15 in the focus groups). We identified three overarching themes relating to rehabilitation: (1) the rehabilitation experience did not meet the patient's care expectations; (2) barriers to rehabilitation exist on multiple levels; (3) there are important gaps in education on how to improve physical and psychosocial outcomes. We identified two themes related to educational resources: (1) the educational content provided must be specific and meaningful; (2) multi-modal resources are needed to suit diverse partner needs. CONCLUSIONS: We identified rehabilitation barriers related to healthcare settings, the pandemic, and workplace culture for those with cancer and sepsis. This study highlights the need to create diverse educational resources on rehabilitation for those with sepsis to improve outcomes and patient/caregiver satisfaction.

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)0.000
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 score0.091
Threshold uncertainty score0.987

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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 head0.185
GPT teacher head0.468
Teacher spread0.284 · 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

Citations1
Published2025
Admission routes3
Has abstractyes

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