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Record W3023829317 · doi:10.1055/s-0040-1709712

The Efficacy and Safety of Low Molecular Weight Heparin Administration to Improve Survival of Cancer Patients: A Systematic Review and Meta-Analysis

2020· review· en· W3023829317 on OpenAlexaff
Joshua Montroy, Manoj M. Lalu, Rebecca C. Auer, Emma Grigor, Sasha Mazzarello, Marc Carrier, Jonathan Kimmelman, Dean Fergusson

Bibliographic record

VenueThrombosis and Haemostasis · 2020
Typereview
Languageen
FieldMedicine
TopicVenous Thromboembolism Diagnosis and Management
Canadian institutionsUniversity of OttawaMcGill UniversityOttawa Hospital
Fundersnot available
KeywordsMedicineLow molecular weight heparinMeta-analysisInternal medicinePlaceboRandomized controlled trialConfidence intervalRelative riskOncologyThrombosisCancerSubgroup analysisMEDLINESystematic reviewSurgeryIntensive care medicinePathology

Abstract

fetched live from OpenAlex

BACKGROUND: Low molecular weight heparins (LMWH) are often used as a first-line therapy for the prevention of thrombosis in cancer patients. Preclinical evidence from animal models suggests that LMWH may have antimetastatic properties. Clinical evidence of this effect is inconclusive. The objective of this systematic review is to evaluate the effect of LMWH on overall survival in patients with solid tumor malignancies. METHODS: MEDLINE, Embase, and The Cochrane Central Register of Controlled trials were searched from inception to November 26, 2018. We included randomized controlled trials that compared LMWH to placebo, a no-treatment arm, or a short-term prophylactic course of LMWH in adult patients with solid tumors. The primary outcome was overall survival. Secondary outcomes included progression-free survival, the occurrence of venous thromboembolism, and major bleeding events. The risk of bias was assessed in duplicate using the Cochrane Risk-of-Bias tool. RESULTS: defined subgroup analyses, the effect was not shown to vary by the type of LMWH, duration of LMWH use, length of study follow-up, comparator used in the study, or the setting in which the LMWH was administered. The majority of studies had an unclear risk of bias for at least one methodological criterion. CONCLUSION: Although LMWH is thought to possess antimetastatic properties and thus have the potential to improve survival in cancer patients, existing data do not support this hypothesis.

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)0.010
metaresearch head score (Gemma)0.030
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (broad)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.983
Threshold uncertainty score0.054

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.030
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0170.029
Bibliometrics0.0050.006
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.060
GPT teacher head0.370
Teacher spread0.310 · 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.

Study designMeta-analysis
Domainnot available
GenreReview

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

Citations26
Published2020
Admission routes1
Has abstractyes

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