Anaphylaxis: assessing patients with allergies
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
Adam's assessment identified the presence of the most severe symptoms of anaphylaxis, respiratory difficulty and shock. The actions of the ambulance crew ensured that on arrival at the ED, Adam's condition was improving. However, it was found that despite the interventions already undertaken, Adam was suffering significant respiratory difficulty due to the cascade of events that occur in anaphylaxis. Adam was seen on arrival and the ALSG's (2005) assessment method proved to be the most effective to ensure that Adam was assessed and treated rapidly. The most beneficial aspect of this assignment is that the author can return to practice with this knowledge and will be more confident when faced with other patients with anaphylaxis. Understanding the underlying processes and symptoms has decreased the fear of 'not knowing' and will aid accurate assessment. It will also provide a good basis for educating parents of affected children and members of nursing teams.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it