Bibliographic record
Abstract
History A 45-year-old woman presented to the emergency department with acute worsening of prolonged unexplained nausea, nonbilious vomiting, and mild upper abdominal pain of 4 years duration. Her bowel habits were regular, and there was no history of diarrhea or fresh or altered blood in her stool. On further inquiry, there was no history of facial flushing, excessive diaphoresis, or asthmalike symptoms. Her history was unrevealing; in particular, there was no history of known malignancy. On clinical examination, her vital signs were stable. The abdomen was soft, with no focal tenderness or palpable mass. Routine blood investigations, including complete blood counts, and liver, kidney, and thyroid function tests yielded results that were within normal limits. Her 5-hydroxyindoleacetic acid and chromogranin A levels were not elevated. Initial evaluation with contrast-enhanced CT of the abdomen and pelvis was performed. Subsequently, an indium 111 (111In) octreotide scan was performed at the recommendation of the radiologist 1 month after CT.
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 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 | 0.004 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.007 | 0.005 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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".