Bibliographic record
Abstract
Melanoma is becoming increasingly common in recent years and has a very high mortality rate, owing largely to its highly metastatic nature. It tends to metastasize early in the course of the disease, and after metastasis is resistant to most current therapies. Preclinical data has indicated that heparin administered to patients as an antithrombotic treatment also has anti-metastatic properties. Heparin has been shown to interfere with the binding of the integrin Very Late Antigen 4 (VLA-4) to its ligand Vascular Cell Adhesion Molecule 1 (VCAM-1) and in a recent paper the laboratory of Bendas (Thrombosis and Haemostasis, Prepublished online) demonstrated that CCN1 binds to VLA-4 and interference in this binding by heparin results in reduced strength of the VLA-4/VCAM-1 binding. This indicates that CCN1 might represent a good target for reducing the metastasis, and thus mortality, of melanoma.
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 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".