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Record W4403906655 · doi:10.1101/2024.10.29.24316375

An assessment of evidence to inform best practice for the communication of acute venous thromboembolism diagnosis: a scoping review

2024· review· en· W4403906655 on OpenAlexaff
Samarth Mishra, Frederikus A. Klok, Grégoire Le Gal, Kerstin de Wit, Aviva Schwartz, Dieuwke Luijten, Parham Sadeghipour, Julie Bayley, Scott C. Woller

Bibliographic record

VenuemedRxiv · 2024
Typereview
Languageen
FieldMedicine
TopicVenous Thromboembolism Diagnosis and Management
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsVenous thromboembolismIntensive care medicineMedicineBest practicePolitical scienceSurgeryThrombosis

Abstract

fetched live from OpenAlex

Abstract Background Physician communication with patients is a key aspect of excellent care. Scant evidence exists to inform best practice for physician communication in patients diagnosed with pulmonary embolism and deep vein thrombosis, collectively referred to as venous thromboembolism (VTE). The aim of this study was to summarize the existing literature on best practices for communication between healthcare providers and patients newly diagnosed with VTE. Methods We performed a scoping review of the extant literature on best practice for physician patient communication and the diagnosis and management of VTE. Manuscripts on communication between healthcare professionals and patients with acute vascular diseases, including VTE, were eligible. Two authors independently reviewed titles, and consensus determined article inclusion. The manuscripts were further categorized into two main categories: best practice in communication and unmet needs in communication. Data aggregation was achieved by a modified thematic synthesis. Results Among 345 initial publications, 22 manuscripts met inclusion criteria with 11 that addressed VTE, five pulmonary embolism, four deep vein thrombosis, one atrial fibrillation, and one acute coronary syndrome. Eleven manuscripts addressed communication of VTE diagnosis, while 12 focused on communication of VTE treatment. Eleven manuscripts identified unmet communication needs, and 14 addressed best practice. Our review shows that good communication surrounding the VTE diagnosis and treatment can enhance satisfaction while suboptimal communication can incur emotional, cognitive, behavioral, social, and health-systems adverse effects. Conclusion Scant literature guides best practices for communicating VTE diagnosis and treatment. Further research is necessary to establish practices for improving communication with VTE patients.

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)0.132
metaresearch head score (Gemma)0.442
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.132
Threshold uncertainty score0.700

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1320.442
Meta-epidemiology (narrow)0.0030.003
Meta-epidemiology (broad)0.0110.013
Bibliometrics0.0560.033
Science and technology studies0.0030.004
Scholarly communication0.0120.013
Open science0.0060.008
Research integrity0.0080.005
Insufficient payload (model declined to judge)0.0060.001

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 head0.204
GPT teacher head0.535
Teacher spread0.331 · 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 designSystematic review
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

Citations0
Published2024
Admission routes1
Has abstractyes

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Same venuemedRxiv→Same topicVenous Thromboembolism Diagnosis and Management→French-language works237,207→