Symptom Profile, Proton Pump Inhibitor Therapy, and Diagnostic Testing in Patients With Persistent Reflux-Like Symptoms: Results From a Population-Based Survey
Bibliographic record
Abstract
Background: Proton pump inhibitors (PPIs) are highly effective in treating gastroesophageal reflux disease (GERD). However, persistent, troublesome reflux symptoms despite PPI use are common, and a proportion of individuals with these persistent symptoms is considered to have refractory GERD (rGERD). There are limited data on patients’ experience with persistent reflux-like symptoms to guide healthcare professionals in managing this troublesome condition. Methods: An international, population-based, online survey was conducted among adults who reported persistent reflux-like symptoms; 24 questions were posed regarding the participants’ symptoms, diagnosis, treatment, and comorbid conditions. Descriptive analyses were performed to characterize participants’ experience with diagnosis and their satisfaction with treatment. All data were self-reported. Results: Of 565 initial respondents, 283 (51%) answered the question regarding being formally diagnosed by a healthcare professional with GERD and/or rGERD. The 197 (70%) participants who answered “yes” made up the survey population. Heartburn (65%) and acid regurgitation (62%) were the most common troublesome symptoms. PPI use was reported by 145 (74%) respondents, but only 30% were satisfied with PPI therapy. The most common alternative therapies included antacid/alginates (63%), histamine H 2 -receptor antagonists (33%), mucosal protectants (25%), and lifestyle modifications (84%). Conclusions: In this population-based survey, nearly one-third of participants with persistent reflux-like symptoms had not received a formal diagnosis of GERD or rGERD. Although most participants diagnosed with GERD/rGERD had received PPI therapy, persistent symptoms, dissatisfaction with PPI therapy, and concerns about long-term PPI use were common. These data emphasize the need for patient input when developing management strategies for GERD and persistent reflux-like symptoms or rGERD.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".