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Record W2099713161 · doi:10.1016/j.pmrj.2015.03.008

Perceived Quality of Life With Spinal Cord Injury: A Comparison Between Emergency Medicine and Physical Medicine and Rehabilitation Physicians

2015· article· en· W2099713161 on OpenAlexaboutno aff
Daniel M. Cushman, Katrina Thomas, Debjani Mukherjee, Reid C. Johnson, Gayle R. Spill

Bibliographic record

VenuePM&R · 2015
Typearticle
Languageen
FieldMedicine
TopicEmergency and Acute Care Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineSpecialtySpinal cord injuryRehabilitationFamily medicineQuality of life (healthcare)Physical therapyHappinessSports medicineNursingPsychiatrySpinal cordPsychology

Abstract

fetched live from OpenAlex

OBJECTIVE: To explore the attitudes of health care providers who treat patients with spinal cord injury (SCI) and examine whether Emergency Medicine (EM) and Physical Medicine and Rehabilitation (PM&R) physicians differ in their judgments about quality of life (QOL) after SCI. DESIGN: Questionnaire survey of PM&R and EM physicians. PARTICIPANTS: Board-certified PM&R and EM physicians listed in the American Academy of Physical Medicine & Rehabilitation and the American College of Emergency Physicians and/or faculty from academic PM&R and EM departments in the United States and Canada. MAIN OUTCOME MEASUREMENTS: Evaluating various aspects of perceived QOL if the physician hypothetically sustained an SCI, including impact on leisure activities, social relationships, happiness, meaningful work, satisfying sexual relationships, and overall QOL. RESULTS: A total of 91 EM physicians and 89 PM&R physicians completed the surveys. PM&R physicians were more likely to agree that they would have a better QOL compared with EM physicians, regardless of the level of injury or aspect of life (P < .01 in all cases). Female physicians, regardless of specialty, were more likely to choose a lower level at which they would choose to die, rather than live, if they sustained an SCI (P = .03). Physicians in both groups were more likely to disagree that they would have a high QOL at a lower level of injury if they disagreed at a higher level of injury (P ≤ .02). CONCLUSIONS: Regardless of specialty, PM&R and EM physicians have their own personal perceptions of QOL with SCI. PM&R physicians tend to believe that they would have a higher QOL with an SCI compared with EM physicians and likely have a more optimistic view of SCI. Patient care may be improved by interdisciplinary discussion, as evidenced by the disparity exhibited by practitioners in these 2 specialties who care for the same patient population.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.051
Threshold uncertainty score0.521

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.109
GPT teacher head0.430
Teacher spread0.321 · 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

Citations9
Published2015
Admission routes1
Has abstractyes

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