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Record W151055306

[Early rehabilitation after traumatic brain injury and cerebrovascular accident--functional tests database].

2006· article· en· W151055306 on OpenAlexaboutno aff
R.V. Krunic-Protic, Mirjana Manojlović-Opacić, Vladislava Vesović-Potić, Gordana Devečerski, Milica Lazović, Branko Đurović

Bibliographic record

VenuePubMed · 2006
Typearticle
Languageen
FieldMedicine
TopicTraumatic Brain Injury Research
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineGlasgow Coma ScaleRehabilitationStroke (engine)Traumatic brain injuryPhysical therapyRating scaleAcute strokeNeuropsychologyComa (optics)Medical recordInternal medicineAnesthesiaPsychiatryPsychology
DOInot available

Abstract

fetched live from OpenAlex

INTRODUCTION: This paper deals with implementation of functional tests used in early rehabilitation into medical record databases. A pilot-testing of certain measurement instruments was performed to establish if they can be used in short intervals as variables for traumatic brain injury patients and those with stroke in intensive care units. The steering group gave critera for inclusion/exclusion. MATERIAL AND METHODS: We followed up four groups of 15 patients. On admission, their Glasgow Coma Score (GCS) was 5-8, 9-12, 13-15. Patients with isolated traumatic brain injury (TBI) were examined using Disability Rating Score (DRS); patients with GCS 13-15 underwent Galveston Orientation and Amnesia Test (GOAT); stroke patients were tested using Motricity Index and the Canadian Stroke Scale. All test were performed for five days in a row. RESULTS: In the first group, DRS results were identical in all cases. Differences were found in patients with GCS higher than eight, while GOAT was positive in four patients that required neuropsychological testing. In stroke patients, Motricity Index was more discriminative than the Canadian Stroke Scale. CONCLUSION: In accordande with our results, the steering group accepted DRS as the variable for patients with GCS 9-12 and 13-15, GOAT for patients with GCS 13-15 and Motricity Index for stroke patients.

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)0.002
metaresearch head score (Gemma)0.010
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: none
GenreCandidate signal: Dataset · Consensus signal: Dataset
Teacher disagreement score0.016
Threshold uncertainty score0.053

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.009
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0160.007

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 head0.038
GPT teacher head0.284
Teacher spread0.246 · 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
GenreDataset

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".

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Citations0
Published2006
Admission routes1
Has abstractyes

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