MétaCan
Menu
Back to cohort
Record W7132154572

Dekompresinė kraniektomija gydant aneurizminį subarachnoidinį kraujavimą

2025· dissertation· en· W7132154572 on OpenAlexaboutno aff
Natalie Brant

Bibliographic record

VenueLithuanian University of Health Sciences · 2025
Typedissertation
Languageen
FieldMedicine
TopicIntracranial Aneurysms: Treatment and Complications
Canadian institutionsnot available
Fundersnot available
KeywordsDecompressive craniectomyObservational studyComplicationChecklistSubarachnoid hemorrhageNeurosurgeryIntracranial pressureNeurologyQuality of life (healthcare)
DOInot available

Abstract

fetched live from OpenAlex

Background: Aneurysmal subarachnoid hemorrhage (aSAH) is a life-threatening neurological condition with high rates of mortality and disability. In cases where medical therapy fails to control elevated intracranial pressure (ICP), decompressive craniectomy (DC) may serve as a critical intervention. Aim: To assess the role of decompressive craniectomy in managing aSAH and its influence on clinical outcomes through a comprehensive literature review. Methods: A structured literature review was conducted using PubMed, yielding 502 articles. Thirty-nine studies were included based on predefined PICO-based eligibility criteria. Methodological quality was assessed using the Newcastle-Ottawa Scale for observational studies and the Joanna Briggs Institute checklist for systematic reviews. Results: DC was most frequently indicated in aSAH patients with refractory ICP, cerebral edema, midline shift, hematomas, herniation signs, and poor neurological grades. Early intervention, especially primary or ultra-early DC, was associated with reduced short-term mortality and improved intracranial dynamics. However, long-term functional outcomes remain poor in most cases, with only a minority achieving functional independence. The procedure carries significant complication risks, including infections, subdural hygromas, and psychological sequelae such as the syndrome of trephined. Surgical approaches vary, though larger bone flaps and wide duraplasty are associated with better outcomes. Conclusion: While decompressive craniectomy can be life-saving for select aSAH patients, its benefits are highly dependent on timing, patient selection, and surgical technique. Despite promising findings in specific contexts, a lack of standardized guidelines and high complication rates highlight the need for further multicenter prospective studies to refine indications and improve patient outcomes.

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.753
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
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 head0.024
GPT teacher head0.285
Teacher spread0.260 · 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.

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueLithuanian University of Health SciencesSame topicIntracranial Aneurysms: Treatment and ComplicationsFrench-language works237,207