MétaCan
Menu
Back to cohort
Record W4400347373 · doi:10.1097/nan.0000000000000553

Implementing a 4% EDTA Central Catheter Locking Solution as a Quality Improvement Project in a Large Canadian Hospital

2024· article· en· W4400347373 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Infusion Nursing · 2024
Typearticle
Languageen
FieldHealth Professions
TopicCentral Venous Catheters and Hemodialysis
Canadian institutionsHamilton Health SciencesMcMaster University
Fundersnot available
KeywordsMedicineCentral lineEmergency medicinePsychological interventionCatheterInfection controlEconomic shortagePandemicIntensive care medicineCoronavirus disease 2019 (COVID-19)SurgeryNursingInternal medicine

Abstract

fetched live from OpenAlex

Oncology and critical care patients often require central vascular access devices (CVADs), which can make them prone to central line-associated bloodstream infections (CLABSIs) and thrombotic occlusions. According to the literature, CLABSIs are rampant and increased by 63% during the COVID-19 pandemic, highlighting the need for innovative interventions. Four percent ethylenediaminetetraacetic acid (4% EDTA) is an antimicrobial locking solution that reduces CLABSIs, thrombotic occlusions, and biofilm. This retrospective pre-post quality improvement project determined if 4% EDTA could improve patient safety by decreasing CLABSIs and central catheter occlusions. This was implemented in all adult cancer and critical care units at a regional cancer hospital and center. Before implementing 4% EDTA, there were 36 CLABSI cases in 16 months (27 annualized). After implementation, there were 6 cases in 6 months (12 annualized), showing a statistically significant decrease of 59% in CLABSIs per 1000 catheter days. However, there was no significant difference in occlusions (alteplase use). Eighty-eight percent of patients had either a positive or neutral outlook, while most nurses reported needing 4% EDTA to be available in prefilled syringes. The pandemic and nursing shortages may have influenced the results; hence, randomized controlled trials are needed to establish a causal relationship between 4% EDTA and CLABSIs and occlusions.

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.

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)0.002
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.487
Threshold uncertainty score0.955

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.033
GPT teacher head0.405
Teacher spread0.372 · 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