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Record W4323032862 · doi:10.1016/j.rpth.2023.100098

Treatment changes in hemophilia A with chromogenic factor VIII assay implementation

2023· article· en· W4323032862 on OpenAlexaff
Muntadhar Al Moosawi, Hamish Nicolson, Steven K.W. Wong, Karen Dallas, Shannon Jackson

Bibliographic record

VenueResearch and Practice in Thrombosis and Haemostasis · 2023
Typearticle
Languageen
FieldMedicine
TopicHemophilia Treatment and Research
Canadian institutionsSt. Paul's HospitalUniversity of British Columbia
Fundersnot available
KeywordsMedicineInternal medicineArea under the curveGastroenterologyRetrospective cohort studyReceiver operating characteristicPopulationCohort study

Abstract

fetched live from OpenAlex

Background: The one-stage assay (OSA) and the chromogenic assay (CSA) are 2 factor VIII (FVIII) assays used for the diagnosis and classification of hemophilia A. Discrepancies between the 2 assays exist in approximately one-third of patients with mild hemophilia A. Objectives: The objectives of this study were to report the proportion of patients with mild or moderate hemophilia A and OSA-CSA discrepancies and to report the observed changes in treatment approach prompted by the presence of assay discrepancy. The study aimed to identify OSA:CSA ratio associated with the highest sensitivity for identification of patients in whom modification of treatment approach may be recommended. Methods: This is a retrospective cohort study including adult (>18-year-old) patients with mild or moderate hemophilia A who were followed up at the Adult British Columbia Hemophilia Program between January 2013 and March 2019. Results: 52% of study patients had OSA-CSA discrepancies, and change in treatment approach was observed in 27% of patients with OSA-CSA discrepancy. The OSA:CSA ratio of 1.8 to 3.5 demonstrated the highest area under the receiver operating characteristics curve and sensitivity for identification of patients in which modification of treatment approach may be recommended (AUC 0.75; sensitivity 71%). Conclusion: In our population, OSA-CSA discrepancy was observed in 52% of patients with mild or moderate hemophilia A, and the treatment approach in 27% of these patients had to be modified.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.006
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.254
GPT teacher head0.499
Teacher spread0.244 · 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 source (direct Gemma or distilled Codex), 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
Published2023
Admission routes1
Has abstractyes

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