MACROPHAGE RESPONSIVENESS TO LIGHT THERAPY - A DOSE RESPONSE STUDY
Bibliographic record
Abstract
Macrophage-like U-937 cells were exposed in vitro to noncoherent 660 nm wavelength light produced by a superluminous diode at a power density of 120 mW/cm2 over a range of energy densities from 2.4 - 9.6 J/cm2. Twelve hours after irradiation, the medium in which the macrophages had been growing and which contained growth factors secreted by them was added to 3T3 fibroblasts, also growing in vitro, and its effect on fibroblast proliferation assessed. It was found that by 96 h after addition of the macrophage-conditioned medium there was a statistically significant increase in fibroblast proliferation in the cells exposed to supernatants from the experimental compared with the sham-irradiated macrophages. The most effective energy density was found to be 7.2 J/cm2 and the least effective 9.6 J/cm2.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".