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Record W2789654447 · doi:10.1093/jcag/gwy009.302

A302 INAPPROPRIATE REFERRALS FOR VIDEO FLUOROSCOPIC SWALLOWING STUDIES; DEFINING THE SCOPE OF THE PROBLEM

2018· article· en· W2789654447 on OpenAlexaff
Shaun Canning, s sedore, William G. Paterson

Bibliographic record

VenueJournal of the Canadian Association of Gastroenterology · 2018
Typearticle
Languageen
FieldHealth Professions
TopicDysphagia Assessment and Management
Canadian institutionsQueen's University
Fundersnot available
KeywordsMedicineDysphagiaSwallowingEsophageal DisorderReferralOropharyngeal dysphagiaPediatricsEsophagusSurgeryFamily medicine

Abstract

fetched live from OpenAlex

The first step in assessment of dysphagia is determining if it is oropharyngeal or esophageal in origin. Over half of patients with esophageal dysphagia will relate the sensation of food sticking to the cervical area. The timing of the dysphagia and associated symptoms are useful in differentiating between oropharyngeal and esophageal dysphagia with proximal referral. Unfortunately, many physicians are unaware that esophageal dysphagia is commonly sensed in the cervical area and this can lead to inappropriate referrals for videofluoroscopic swallowing studies (VFSS) by Speech Language Pathology (SLP). In our institution, a number of patients referred are found to have predominantly esophageal type dysphagia. This has contributed to long wait times for an SLP assessment and a delay in diagnosis of patients with esophageal dysphagia. The full scope of the problem remains unclear. To identify the number of patients inappropriately referred for VFSS. We have created a database of the VFSS studies performed by the SLP department in 2016. This was used to extract the reports of all VFSS studies and identify the patients who had normal or minimally abnormal oropharyngeal swallowing but significant abnormalities in esophageal transit. The charts of all patients referred between January 1st, 2016 and June 30th, 2016 were reviewed. A total of 165 referrals for VFSS were made between January 1st-June 30th, 2016. Of those, only 110 patients underwent VFSS assessment. The remainder were cancelled or not performed for reasons unavailable in the chart review. Of the 110 patients who underwent VFSS, 12 did not have results available on the electronic medical record. The remaining 98 charts for which the VFSS results were available, were analyzed. Oropharyngeal dysphagia was identified as the etiology in 70% of the patients. In 12% there was comment of mild oropharyngeal impairments with evidence of impaired esophageal transit and in 10% of cases there was normal oropharyngeal but evidence of esophageal dysfunction. 5% of patients had normal oropharyngeal dysphagia with no remarks regarding the presence of esophageal function. These studies resulted in referral to a gastroenterologist in our institution in 9% of cases. It was also noted that 16% of cases with oropharyngeal dysphagia had been previously seen by gastroenterology. In our institution, up to 22% of patients undergong VFSS assessments appear to have esophageal dysphagia and nearly 10% of these cases resulted in referrals to gastroenterology. This has likely contributed to the long wait times for orophyarneal dysphagia assessment and delayed appropriate assessment of patients with esophageal dysphagia. Based on this data, we plan to develop a tool to help referring physicians determine whether oropharyngeal or esophageal assessment would be most appropriate. None

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.249
Threshold uncertainty score0.762

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.044
GPT teacher head0.373
Teacher spread0.329 · 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.

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

Citations1
Published2018
Admission routes1
Has abstractyes

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