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Record W3211008873 · doi:10.1016/j.cjco.2021.10.007

Patient and Family Perspectives on Early Mobilization in Acute Cardiac Care

2021· article· en· W3211008873 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueCJC Open · 2021
Typearticle
Languageen
FieldMedicine
TopicIntensive Care Unit Cognitive Disorders
Canadian institutionsJewish General HospitalMcGill University
Fundersnot available
KeywordsMobilizationMedicineIntensive care medicineInternal medicinePolitical scienceLaw

Abstract

fetched live from OpenAlex

BACKGROUND: Emerging evidence indicates that engaging family members in early mobilization may benefit both patients and family members. However, little is known about the effect of patient and family-member experience and perspectives on mobilization in acute cardiac care. Our goal was to assess the perspectives and experience of patients and their family members regarding early mobilization in acute cardiac care, to better understand patient-related barriers to mobilization and assist in the development of mobilization strategies that increase family-member engagement in care. METHODS: Patient and family-member surveys were developed to assess attitudes and knowledge about mobilization, family-members' roles in providing care, and mobilization care the patients received. Surveys were distributed to patients and their family members over a 4-month period. RESULTS: A total of 101 participants completed the survey (patients, n = 78; family members, n = 23). Most patients (n = 54; 69.2%) agreed or strongly agreed that early mobilization should be routinely performed. Of 72 patients who underwent early mobilization, 60 (83.3%) felt that mobilization helped their recovery. The majority of family members were interested in being involved with mobilization (n = 19; 82.6%). One quarter of family members felt that mobilizing their relatives too soon after admission was potentially dangerous (n = 6; 26.1%). CONCLUSIONS: Most patients wish to be mobilized early after admission, and family members want to participate in mobilization efforts. These findings should inform efforts to overcome patient- and family-related barriers to mobilization.

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.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.204
Threshold uncertainty score0.378

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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 head0.012
GPT teacher head0.288
Teacher spread0.276 · 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