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Algorithm for approach to therapy

2000· article· en· W2025549726 on OpenAlexaff
Jerome Teitel

Bibliographic record

VenueClinical & Laboratory Haematology · 2000
Typearticle
Languageen
FieldMedicine
TopicHemophilia Treatment and Research
Canadian institutionsSt. Michael's Hospital
Fundersnot available
KeywordsMedicineDesmopressinVon Willebrand factorVon Willebrand diseaseFactor IXHaemophilia ARecombinant factor VIIaFibrinPlateletRecombinant DNAImmunologyHaemophiliaSurgeryInternal medicineChemistryBiochemistry

Abstract

fetched live from OpenAlex

The management of unexpected bleeding must be directed at the specific abnormality identified, as there is no universally effective and safe procoagulant product. Where practical, a purely pharmaceutical approach obviates the residual risks of exposure to plasma-derived products. Desmopressin is often effective in bleeding due to mild haemophilia A, Type I von Willebrand's disease and some platelet function disorders. Where replacement therapy is necessary, it should be as specific as possible, preferably using purified components singly or in combination. Recombinant proteins provide the greatest margin of safety, but it must be borne in mind that these are biologicals, and that they may contain human and animal plasma-derived proteins. Where specific replacement is unavailable or impractical, plasma or crudely fractionated plasma derivatives may be used. In the case of inhibitor antibodies to factor VIII, high dose human factor VIII or porcine factor VIII may be used. Where replacement therapy is impossible due to a high inhibitory titre, it may be necessary to bypass the specific haemostatic defect using activated prothrombin complex concentrates or recombinant activated factor VIIa. The latter product is being studied in patients with various disorders of platelet function, and in the more global haemostatic failure that accompanies end-stage liver disease. Ancillary methods are often of great value in securing haemostasis. These may be derived from pharmacological or biological sources, and their sites of action may be systemic or topical. Examples include antifibrinolytic lysine analogues, corticosteroids where inflammation accompanies bleeding, and the topical application of fibrin sealants or thrombin. Simple physical measures such as pressure, ice, or splinting are also valuable adjunctive measures. Finally, it must be emphasized that the ultimate control of bleeding often depends upon effective management of the inciting cause, such as eliminating the trigger for DIC, or suppressing the causative antibody of ITP. These principles will be presented using a practical algorithmic approach. The initial question when considering treatment should be whether or not the patient is acutely unstable. Instability may be due to one of two causes: the volume of blood loss leading to a compromised cardio-vascular status, or the site of the bleed. The relevance of the site of the bleed is independent of the volume of blood loss, so for example, a closed bleed into CNS will cause critical functional compromise even though the volume of bleeding may be minimal. Similarly bleeding into a compartment, such as into a forearm or a calf will cause critical functional compromise irrespective of the volume of bleeding.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.931
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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)0.0010.001

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 head0.100
GPT teacher head0.441
Teacher spread0.341 · 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.

Study designNot applicable
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

Citations7
Published2000
Admission routes1
Has abstractyes

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