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PB2425 THE IMPACT OF SPECIMEN VOLUME AND HAEMOLYSIS ON ROUTINE COAGULATION TEST RESULTS: REDUCING THE RECOLLECTION BURDEN IN A HIGH‐THROUGHPUT LABORATORY

2019· article· en· W2952510707 on OpenAlexaff
Robert V. O’Toole, Neil T. Heffernan, A. D'Souza

Bibliographic record

VenueHemaSphere · 2019
Typearticle
Languageen
FieldMedicine
TopicVenous Thromboembolism Diagnosis and Management
Canadian institutionsHatch (Canada)
Fundersnot available
KeywordsProthrombin timeCoagulation testingMedicineHaemolysisFibrinogenCoagulationPartial thromboplastin timeSurgeryPathologyInternal medicineImmunology

Abstract

fetched live from OpenAlex

Background: The inability to process haemolysed and underfilled specimens has been a perennial problem in routine coagulation testing causing delays, inconvenience and increased costs. While there has always been a degree of ambiguity surrounding the true impact of these pre‐analytical variables on test results, the general consensus is that they should not be tested. The controversy has been amplified in recent years with studies suggesting that some test results from haemolysed and underfilled specimens may in fact be reportable. However to date, these findings have not been incorporated into best practice guidelines. Aims: This study evaluated the effect of both haemolysis and inadequate volume on routine coagulation testing to provide laboratories with more scope to reduce the number of recollected specimens than the guidelines currently allow. Methods: From November 2016 to March 2017 at Wellington Hospital New Zealand, the Prothrombin Time (PT), Activated Partial Prothrombin Time (APTT) and Fibrinogen results of the original rejected haemolysed / underfilled specimens were compared with those of the recollected specimens. Specimens were rejected if they were >10% underfilled or contained >0.40 g/L free Haemoglobin (Hb). All testing was performed using photo‐optical measurements on a Sysmex® CS‐2100 i coagulation analyser. Statistical analysis was performed using regression analysis and 2‐tailed paired t tests. Results: A total of 83 consecutive paired patient specimens included in the study were either underfilled ( n = 41 ) or haemolysed ( n = 42 ). In volume studies, we showed that accurate results are still achieved for PT if a specimen is >73% filled (R 2 = 0.9879, y = 0.9964x; P < 0.05), APTT if a specimen is >79% filled (R 2 = 0.9665, y = 0.9752x; P < 0.05) and fibrinogen if the specimen is >59% filled (R 2 = 0.9587, y = 0.977x; P < 0.05). It should be noted however that our data was limited below a fill volume of 80%. In haemolysis studies, there was no statistically significant difference in PT results (R 2 = 0.9879, y = 0.9637x; P < 0.05) or fibrinogen results (R 2 = 0.9607, y = 1.0162x; P < 0.05) at any level of haemolysis. APTTs showed a statistically significant difference overall (R 2 = 0.87, y = 0.9684x; P < 0.05), however the only clinically meaningful differences were observed in three paired samples with >1 g/L free Hb. Incorporation of these findings into our processes at Wellington Hospital reduced the number of recollected specimens by approximately 90%. Summary/Conclusion: This study has validated a minimal fill volume of 80% and a maximum haemolysis level of 1 g/L free Hb for PT, APTT and Fibrinogen. Evidence‐based acceptance criteria was developed using these findings resulting in significant cost savings, improved turnaround times and increased satisfaction across clinical and allied health teams. This review offers a clinically appropriate solution to a problem which has always hindered routine coagulation testing.

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)0.001
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 score0.521
Threshold uncertainty score0.604

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.010
GPT teacher head0.263
Teacher spread0.253 · 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".

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Citations0
Published2019
Admission routes1
Has abstractyes

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