Bibliographic record
Abstract
Chylothorax is the accumulation of chylous fluid within the thoracic cavity. Though the pathophysiology of spontaneous chylothorax is not well understood, lymphangiectasia, as a result of terminal obstruction to the thoracic duct, has been documented as a cause for the extrusion of lymphatic fluid into the surrounding space.10 The diagnosis of chylothorax is based on a thorough history and physical exam. Confirmation is made through appropriate diagnostic tests i.e fluid analysis, cytology and triglyceride levels.2 In the absence of a primary cause, idiopathic chylothorax is assigned as a diagnosis of exclusion. Though these cases were conventionally managed medically at first, surgical correction is quickly becoming the preferred and recommended method.4 Thoracic duct ligation is the most commonly performed technique; however, higher success rates are now reported using protocols that include adjuvant procedures like cisterna chyli ablation and a subtotal pericardectomy.9,2,6,7,8 In the last five years, veterinary medicine has successfully adopted minimally invasive techniques for cardiothoracic surgery.2,5
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 | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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".