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Record W1719120049 · doi:10.3233/rnn-2002-00203

Quality of life after multiple trauma -- summary and recommendations of the consensus conference

2002· article· en· W1719120049 on OpenAlexaff
Edmund Neugebauer, B. Bouillon, Monika Bullinger, Sharon Wood-Dauphinée

Bibliographic record

VenueRestorative Neurology and Neuroscience · 2002
Typearticle
Languageen
FieldMedicine
TopicTrauma and Emergency Care Studies
Canadian institutionsMcGill University
Fundersnot available
KeywordsQuality of life (healthcare)Glasgow Outcome ScaleMedicineScale (ratio)Traumatic brain injurySpinal cord injuryPsychologyPhysical therapyPsychiatrySpinal cordNursing

Abstract

fetched live from OpenAlex

In October 1999, an international and interdisciplinary consensus conference was held about the assessment and application of quality of life (QoL) measures after multiple trauma. Four working groups represented the following patients: children with traumatic brain injury (TBI); adults with TBI, adults with multiple injuries (but without TBI), and adults with spinal cord injury. According to predefined questions, the groups tried to identify the relevant problems of the patients, at different time points after the traumatic event. A review of the existing instruments for quality of life assessment and the evidence of their application in trauma patients in the scientific literature was performed by each group. Based on the results of these literature reviews it was concluded that there are not enough data to establish "evidence-based" guidelines for QoL assessments in these patients. Nevertheless, the groups comprised of experts clinicians and methodologists, agreed on the Glasgow Outcome Scale and the SF-36 as generic tools for QoL assessment across all trauma patients. It was further recommended to use these generic tools in combination with condition-specific instruments to better reflect the specific problems of the patients. Finally, the whole group suggested that it was not appropriate to view this conference as a "final report" about QoL assessment in trauma patients, but rather it should be seen as a starting point for increased efforts to initiate clinical research projects using QoL as an outcome, to develop better instruments, and to include QoL assessments into daily routines.

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)0.065
metaresearch head score (Gemma)0.062
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.065
Threshold uncertainty score0.344

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0650.062
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0060.006
Bibliometrics0.0080.008
Science and technology studies0.0020.002
Scholarly communication0.0050.005
Open science0.0090.006
Research integrity0.0130.016
Insufficient payload (model declined to judge)0.0040.003

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 head0.114
GPT teacher head0.328
Teacher spread0.215 · 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 designNot applicable
Domainnot available
GenreReview

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

Citations107
Published2002
Admission routes1
Has abstractyes

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