MétaCan
Menu
Back to cohort

Enhancing Appropriate Utilization of Coagulation Tests at St. Michael's Hospital

2016· article· en· W2613491192 on OpenAlexaffabout
Amy Skitch, Natalya E O'Neill, Aziz Jiwajee, Hina Chaudhry, Michael Fralick, Lisa K. Hicks, Michelle Sholzberg

Bibliographic record

VenueBlood · 2016
Typearticle
Languageen
FieldMedicine
TopicClinical Laboratory Practices and Quality Control
Canadian institutionsUniversity of TorontoSt. Michael's Hospital
Fundersnot available
KeywordsMedicinePartial thromboplastin timeEmergency departmentCoagulation testingProthrombin timeBleedEmergency medicineCoagulationInternal medicineSurgery

Abstract

fetched live from OpenAlex

Abstract Introduction and Objective The activated partial thromboplastin time (aPTT) and prothrombin time/ international normalized ratio (PT/INR) are the most commonly used coagulation tests (Chee et al 2008) and have become ubiquitous in medical practice despite only having been validated for very specific clinical indications (Capoor et al 2015, Pilsczek et al 2005). Indiscriminate use of these tests increases costs with little anticipated benefit for patients, and reliance on these test results to predict bleed risk may mislead care (Chee et al 2008). While staff education and development of revised practice guidelines may reduce unnecessary testing (Shojania & Grimshaw 2005), a simple process change to order panels has been shown to be associated with meaningful reductions in coagulation testing and associated costs without obvious adverse effects (Merkeley et al 2016). A prospective quality improvement initiative was conducted in the Emergency Department (ED) at St. Michael's Hospital in Toronto Canada. The ED was targeted as this was an area where coagulation test volumes were particularly high. The following strategies were implemented in order to enhance appropriate utilization of coagulation tests: PT/PTT testing options were uncoupled, ED order panels were revised, and educational materials were distributed to relevant stakeholders. These simple process changes resulted in significant reductions in unnecessary testing and meaningful cost savings. Weekly rates of PT/INR testing and aPTT per 100 ED patients decreased (17.2 vs. 38.4, rate ratio=0.45 (95% CI 0.43-0.47), p<0.001; 16.6 vs. 37.8, rate ratio=0.44 (95% CI 0.42-0.46), p<0.001, respectively). This decrease in coagulation testing was associated with $CAN 6,000 in direct cost savings per month and a one-year projected savings of $55,000. This intervention focused on one area in our institution, and its success highlights how a simple process change, when implemented with educational supports, can reduce unnecessary testing. We will now broaden this initiative to other departments in our institution where high coagulation test volumes occur. We aim to enhance appropriate utilization of coagulation testing and reduce associated expenditures at an institutional level. Materials and Methods We identified three additional departments at St. Michael's Hospital where coagulation test volumes are high: Inpatient wards, outpatient clinics, and the preoperative clinic. Stakeholders in each department were identified, and department-specific change strategies were developed the in outpatient and preoperative clinics thus far. Educational sessions were held and educational materials/prompts were developed for healthcare staff in these areas. Modifications to the preoperative clinic orders sets are currently under review. Results Similar to the ED, the main outcomes are aPTT/PT test volumes and costs. Same day alternate test volumes and perioperative blood transfusions (for the preoperative clinic and inpatient wards) are balance measures. Process control charting will be used to track utilization. We plan to monitor knowledge and attitudes through focus groups and surveys. The process for changes to order sets varies by department and we believe this process change to be imperative for maximum benefit. We will be sharing our change strategy and educational materials across all hospital departments in a priority sequence. Preliminary utilization data will also be presented. Comparisons will be made both within and between departments. Conclusions Changing aPTT/PT usage is a challenge due to the plethora of stakeholders involved; however, success achieved in the ED is expected to be a predictor of success in other departments within our institution. Clinicians in the inpatient, outpatient and preoperative clinics have acknowledged the history of unnecessary testing and have demonstrated a keen willingness to address this issue. Laboratory data has facilitated the identification of areas where there appears to be substantial overuse. We anticipate that our project will result in an important decrease in aPTT/PT utilization and associated expenditures at an institutional level with no evidence of harm. Lessons learned and educational materials will be shared with the hope of reducing indiscriminate coagulation testing on a larger scale. Disclosures Sholzberg: Shire (previously Baxter, Baxalta): Honoraria, Research Funding; Novonordisk: Honoraria.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.340
Threshold uncertainty score0.206

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0000.000

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 head0.040
GPT teacher head0.334
Teacher spread0.294 · 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 designBench or experimental
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
Published2016
Admission routes2
Has abstractyes

Explore more

Same venueBloodSame topicClinical Laboratory Practices and Quality ControlFrench-language works237,207