Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: Hiccups are a universal phenomenon. They are usually benign and selflimited. Persistent or intractable hiccups, although rare, can be debilitating and may indicate the presence of an underlying pathological process. OBJECTIVE: To familiarize physicians with the pathophysiology, etiology, evaluation, and management of children with hiccups. METHODS: A search was conducted on December 10, 2019, in Pubmed Clinical Queries using the key terms "hiccup" OR "hiccough" OR "singultus". The selected publication types included all clinical trials (including open trials, non-randomized controlled trials, and randomized controlled trials), observational studies, and reviews (including meta-analysis and narrative reviews) published within the past 10 years. Only papers published in the English literature were included in this review. The information retrieved from the above search was used in the compilation of the present article. RESULTS: Overdistension of the stomach is the most commonly identifiable cause of acute hiccups, followed by gastroesophageal reflux and gastritis. Other causes of hiccups, notably persistent and intractable hiccups, include an underlying gastrointestinal, neurological, cardiovascular, pulmonary, infectious, and psychogenic disorder. Persistent or intractable hiccups can be a harbinger of serious medical pathology. A detailed history and thorough physical examination may provide clues for the etiology of the hiccups. The treatment of hiccups should be directed at the underlying cause whenever possible. Bouts of acute hiccups less than 48 hours rarely require medical intervention as they usually resolve within minutes. Treatment may be considered when hiccups are bothersome, persistent, or intractable. Treatment modalities include lifestyle changes, physical maneuvers, pharmacotherapy and, very rarely, surgical intervention. CONCLUSION: Acute hiccups are usually benign and self-limiting. Persistent or intractable hiccups can be a harbinger of serious medical pathology. The underlying cause should be treated if possible. There are no formal guidelines for the treatment of hiccups. Currently, most of the methods proposed are based on case reports and anecdotal evidence. Terminating an episode of hiccups can be very challenging for a clinician but may tremendously improve the patient's quality of life. It is hoped that future well-designed and better-powered studies will provide us with more information on the efficacy of various treatment modalities for hiccups.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.017 | 0.005 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.011 |
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 it