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2020· article· en· W4386578611 on OpenAlexaboutno aff
Ruth Sorelle

Bibliographic record

VenueEmergency Medicine News · 2020
Typearticle
Languageen
FieldMedicine
TopicCardiovascular Syncope and Autonomic Disorders
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

Figure: pulmonary embolism, syncopeA patient shows up in the emergency department after a temporary syncopal episode. Emergency physicians know the cause is usually benign, but something more problematic can be afoot—an arrythmia, a heart attack, a significant hemorrhage, or a pulmonary embolism. Diagnosing the other problems is fairly easy, but identifying a pulmonary embolism can expose patients to significant radiation. The question is, “Are those tests justified?” The answer, unfortunately, has been equivocal. The 2016 Pulmonary Embolism in Syncope Italian Trial (PESIT), for instance, evaluated 560 hospitalized patients who had a first episode of syncope, and found that one in six had an underlying pulmonary embolism, an incidence strikingly higher than had been previously suspected. (N Engl J Med. 2016;375[16]:1524; http://bit.ly/2TxiU4D.) A recent study at the Sorbonne Université by Yonathan Freund, MD, and colleagues analyzed 411 syncope patients with no chest pain or difficulty breathing who had formal workups for PE, including a D-dimer and further imaging studies if the D-dimer was positive. (Eur J Emerg Med. 2019;26[6]:458.) That imaging included a computed tomography pulmonary angiogram in 128 patients and a ventilation-perfusion scan in nine. Nine patients with isolated syncope had a confirmed PE, translating into a prevalence of 2.2 percent, leading the researchers to conclude that that was not low enough to negate a PE workup even if the patient did not have chest pain or dyspnea. The study's 95% confidence interval, however, prevented the researchers from making a definitive recommendation. Dr. Freund wrote in an email interview with EMN that he thought this question would never be definitively answered. He pointed to a study in the Journal of the American College of Cardiology that found the prevalence of pulmonary embolism was 1.4 percent with a 95% confidence interval. (2019;74[6]:744.) He noted that the result was in line with his study and that “whether this low prevalence should warrant a systematic research of PE is unknown.” PE Risk Dr. Freund said the decision to do a PE workup is best left to the physician's discretion. “Since the two studies were published, we tend to test more patients with syncope and no signs of chest pain or dyspnea,” he said. “What may have changed is that we used to consider PE only in patients with cardiac syncope, i.e., no prodrome. Now we can consider PE patients in whom we have concluded vasovagal syncope, but we do it under a Bayesian approach with an estimation of the global PE risk.” He said his study differed from PESIT, which included only patients admitted to the hospital for reasons that were not explained in the report. “In our sample, the vast majority of patients were discharged from the emergency department,” Dr. Freund said. “Moreover, in the PESIT study, they included patients with chest pain or dyspnea, which would have mandated a PE workup in either case.” Across the Atlantic, Venkatesh Thiruganasambandamoorthy, MBBS, MSc, of the Ottawa Hospital Research Institute, and his colleagues analyzed data from 9091 patients; a total of 547 were assessed for PE—278 had a D-dimer, 39 had a ventilation-perfusion scan, and 347 had CT pulmonary angiography. (Ann Emerg Med. 2019;73[5]:500.) Overall, 874 patients (9.6%) had serious outcomes at 30 days—818 with a non-pulmonary embolism serious outcome and 56 with pulmonary embolism. Eighty-six patients (0.9%) died, four related to PE. The researchers concluded that the prevalence of pulmonary embolism was extremely low—0.6 percent—among the syncope patients who arrived at the emergency department. “Although an underlying pulmonary embolism may cause syncope, clinicians should be cautious about indiscriminate investigations for pulmonary embolism,” they wrote. Dr. Thiruganasambandamoorthy said he and his colleagues sought “to prevent excessive and unnecessary investigations for PE among low-risk patients” in the wake of the PESIT study that investigated all patients hospitalized for syncope “and reported that a very high proportion of patients were diagnosed with PE, contrary to the previous literature.” His results differed from those of the French study because the other study had a small sample size and a large confidence interval, he said, noting that overall the prevalence of PE among ED patients with syncope is low. The question remains, however, about whether specific subgroups such as those with cancer need a pulmonary embolism workup, he said. If an underlying PE is found, what is its relationship to syncope and the clinical significance? Choose D-Dimer, not CT Daniel D. Dressler, MD, MSc, a professor of medicine at Emory University School of Medicine in Atlanta, reviewed Dr. Freund's study for the New England Journal of Medicine, and said the results from the D-dimer test were interesting. As an internist and hospitalist who works with emergency physicians, he agreed that the question was what to do with a patient with syncope and no other symptoms. The history and physical can provide an answer in some cases, he said. “Do I need to admit this patient? If I don't have clear evidence based on history and physical exam and [ECG], should I admit or check for D-dimer?” Dr. Dressler said. “If it's negative, then I'm done. If it's positive, then the patient may have other problems and doing further evaluations may be reasonable. We may use a positive D-dimer to admit the patient to the hospital.” Dr. Dressler said he was reluctant to recommend a lot more chest CTs to look for PE. “We will be exposing people to a lot more radiation if we do this,” he said. A good history and physical, an ECG, and a D-dimer are likely to identify the patients with pulmonary embolism, Dr. Dressler said. “That's where I'm standing at the moment based on the literature that's available and also maintaining the balance to avoid exposing more people to more radiation.” Share this article on Twitter and Facebook. Access the links in EMN by reading this on our website, www.EM-News.com. Comments? Write to us at [email protected]. Ms. SoRellehas been a medical and science writer for more than 40 years, previously at the University of Texas MD Anderson Cancer Center, the Houston Chronicle, and Baylor College of Medicine. She has received more than 60 awards, including the Texas Human Rights Foundation Award. She has been a contributor to EMN for more than 20 years.

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)0.001
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: none
Teacher disagreement score0.832
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0060.003
Open science0.0010.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.8320.707

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 head0.045
GPT teacher head0.299
Teacher spread0.254 · 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 designNot applicable
Domainnot available
GenreEditorial

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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Citations1
Published2020
Admission routes1
Has abstractyes

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