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Record W2970486829 · doi:10.1093/ejcts/ezz227

Outcomes of transported and in-house patients on extracorporeal life support: a propensity score-matching study

2019· article· en· W2970486829 on OpenAlexaff
Heemoon Lee, Kiick Sung, Gee Young Suh, Chi Ryang Chung, Jeong Hoon Yang, Kyeongman Jeon, Keumhee C. Carrière, Joonghyun Ahn, Yang Hyun Cho

Bibliographic record

VenueEuropean Journal of Cardio-Thoracic Surgery · 2019
Typearticle
Languageen
FieldEngineering
TopicMechanical Circulatory Support Devices
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsMedicineExtracorporealPropensity score matchingLife supportPopulationSurgeryCardiopulmonary bypassExtracorporeal membrane oxygenationIncidence (geometry)Extracorporeal circulationAnesthesia

Abstract

fetched live from OpenAlex

OBJECTIVES: Patients on extracorporeal life support (ECLS), like other critically ill patients, are transported to other institutions for various reasons. However, little has been reported concerning the characteristics and clinical outcomes of transported patients compared with those of in-house patients. METHODS: A total of 281 adult patients received ECLS between January 2014 and August 2016. Patients who underwent cannulation at another institution by our team were excluded. Patients were divided into 2 groups: transported group (N = 46) and in-house group (N = 235). All 46 patients were safely transported without serious adverse events. The mean travel distance was 206±140 km, with a mean travel time of 78 ± 57 min. Following propensity score matching, 44 transported patients were matched to 148 in-house patients. RESULTS: In the matched population, the mean age was 48 ± 13 years in the transported group and 49 ± 17 years in the in-house group (P = 0.70). The ECLS type (venoarterial/venovenous) comprised 35/9 (79.5/20.5%) in the transported group and 119/29 (80.4/19.6%) in the in-house group (P = 0.93). Seventeen (38.6%) extracorporeal cardiopulmonary resuscitations were performed in the transported group and 59 (39.9%) were performed in the in-house group (P = 0.91). The incidence of limb ischaemia and acute kidney injury was higher in the transported group (P = 0.007 and P = 0.001, respectively). However, the rate of survival to discharge did not differ between the groups (63.6% in the transported group vs 64.2% in the in-house group, P = 0.94) and there was no difference in overall mortality (P = 0.99). CONCLUSIONS: Although transported patients had more complications than in-house ECLS patients, clinical outcomes were comparable in the matched population. Transporting ECLS patients to an experienced centre may be justified based on our experience.

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)0.005
metaresearch head score (Gemma)0.000
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 score0.011
Threshold uncertainty score0.954

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0000.000

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 head0.037
GPT teacher head0.238
Teacher spread0.201 · 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

Citations3
Published2019
Admission routes1
Has abstractyes

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