Hepatocellular Carcinoma Screening and Diagnosis
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
All the major liver disease societies have recommended screening for hepatocellular carcinoma (HCC). The target population for HCC screening has been defined by cost-efficacy analyses and by risk scores. Risk scores have been developed for patients with hepatitis B, regardless of the presence of cirrhosis, and for other patients with cirrhosis. Screening is with ultrasound; however, in Asia biomarkers are also used. The additional value of biomarkers has not been demonstrated. The ideal screening interval is 6 months; in Japan shorter intervals are used. Screening detects small lesions that require confirmation of HCC. There are radiological criteria that help determine whether a biopsy is necessary. Special stains can determine whether a lesion that closely resembles normal or dysplastic tissue is HCC. All these tools should be used in the management of patients undergoing HCC screening.
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) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.000 | 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