Flexible multi-layer virtual machine design for virtual laboratory in distributed systems and grids.
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
Transforming growth factor-beta (TGF-beta) is a multifunctional growth factor that can either stimulate or inhibit cellular proliferation depending on cell type and culture conditions. The immunohistochemical localization of TGF-beta was investigated in human retinas and choroids using streptavidin peroxidase immunohistochemistry and a polyclonal rabbit antibody directed against the N-terminal 30 amino acids of TGF-beta 1. This antibody recognizes the beta 1 form of TGF-beta but not beta 2. TGF-beta localization was observed exclusively in photoreceptors in all adult non-diabetic and non-insulin dependent diabetic eyes, and 4 of 6 insulin dependent eyes. It was determined that TGF-beta was associated with both rods and cones using localization of peanut agglutinin (PNA), a lectin which binds to cone sheaths, on serial sections. Chondroitinase ABC digestion of sections prior to immunohistochemistry did not reduce TGF-beta immunoreactivity, suggesting that binding was not to glycosaminoglycans in the interphotoreceptor matrix. TGF-beta immunoreactivity was not observed in 2 premature human eyes in which photoreceptor outer segments had not yet developed. Localization in photoreceptors was also not observed in photocoagulation scars, in atrophic regions in a diabetic retina, nor in detached areas of retina from a young victim of head trauma. Based on PNA binding, succinate dehydrogenase enzyme histochemistry and phase contrast microscopy on adjacent sections, the TGF-beta negative areas of these retinas did not appear to have viable photoreceptors. This work demonstrates that TGF-beta is found exclusively in viable adult human retinal photoreceptors. It's function in these cells is currently not known.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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