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Record W4328130519 · doi:10.1186/s13054-023-04377-x

42nd International Symposium on Intensive Care & Emergency Medicine

2023· article· en· W4328130519 on OpenAlexfundno aff

Bibliographic record

VenueCritical Care · 2023
Typearticle
Languageen
FieldMedicine
TopicTrauma and Emergency Care Studies
Canadian institutionsnot available
FundersCity, University of LondonCytoSorbents EuropeQueen's UniversityQueen's University BelfastNational Institute for Health and Care ResearchUniversity Hospital Southampton NHS Foundation TrustKing's College LondonKing's College Hospital NHS Foundation Trust
KeywordsMedicineEmergency medicineIntensive care medicineIntensive careMedical emergency

Abstract

fetched live from OpenAlex

Introduction: Spine surgery patients are very prone to development of postoperative pulmonary complications. We aimed to compare the impact of different intraoperative fractional inspiratory concentration of oxygen on postoperative pulmonary outcomes including oxygenation index and lactate values after thoracolumbar spine instrumentation. Methods: Total 75 American Society of Anesthesiologists I-II adult patients aged 18-60 years who were scheduled to undergo thoracolumbar spine instrumentation were randomly allocated into group A: (conservative oxygen) FiO 2 = 0.30 (30% oxygen with air) and group B: (Liberal Oxygen) FiO 2 = 0.80 (80% oxygen with air). We aimed to compare the changes in PaO 2 /FiO 2 ratio, lactate values, C-reactive protein, interleukin-6, PONV and SSI at the different study time intervals. Results: At the end of surgery after extubation, the mean (SD) of PaO 2 /FiO 2 ratio in 0.3 FiO 2 and 0.8 FiO 2 groups were 424.69 (53.69) and 315.57 (48.62) respectively. The values of lactate in both the groups increased at the end of surgery from a mean of 0.93 pg/ml in both the groups preoperatively to 1.18 pg/ml and 1.74 pg/ml in 0.3 and 0.8 FiO 2 groups postoperatively respectively. No significant changes in the levels of interleukin 6 and CRP were found in our study when compared between baseline values and the values after intervention. Conclusions: This study demonstrated the superior efficacy of conservative oxygen inspiratory fraction (0.3% FiO 2 ) as compared to liberal FiO 2 (0.8% FiO 2 ), in terms of better PaO 2 /FiO 2 ratio and low lactate values in patients undergoing surgery for thoraco-lumbar spine.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.612
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.002
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)0.0020.001

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 head0.080
GPT teacher head0.408
Teacher spread0.329 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
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

Citations10
Published2023
Admission routes1
Has abstractyes

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