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
1. Biliary complications of some type occur in approximately one of every eight liver transplant recipients. Although they are uncommon causes of mortality, they are significant sources of morbidity. 2. Leaks and strictures that occur early after transplantation have technical causes. Late strictures and obstruction are more likely to be complex and have multiple causes, including hepatic artery occlusion, preservation injury, rejection, and recurrent disease. 3. Diagnosis relies on abdominal imaging and cholangiographic studies. Patency of the hepatic artery must be proven when a complication of the donor biliary tree occurs. 4. Management of late complications is largely influenced by the nature and extent of strictures. Percutaneous and endoscopic treatment of anastomotic strictures offers a significant prospect of successful long-term management. 5. Nonsurgical management of more complex hilar and intrahepatic strictures is less successful, and surgical revision or retransplantation may be required for definitive treatment.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.000 |
| 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 it