Studies on isolated cloned populations from irradiated human embryonic cell cultures
Bibliographic record
Abstract
The recovery of substrains with stable chromosome aberrations from irradiated fibroblast culture are reported. Four human fetal cell strains were exposed to 600 rad of gamma rays at 200 rad/min. The efficiency of recovering viable cloned subpopulations was approximately 87%, and the frequency of clones with abnormal chromosomes was 40/100 colonies. G-band chromosome analyses for 34 abnormal substrains are described. Karyotypes of some of the clones with complex rearrangements are also presented. Analyses of a total of 47 aberrant events in the 34 abnormal substrains revealed at 7:1 and a 9:1 translocation-inversion and translocation-deletion ratios, respectively. Five of the abnormal substrains were continuously cultured; all except one showed signs of sensecence toward the end of 44 +/- 10 doublings. Unusual prolonged proliferation capacity was observed in substrain FFS-1-9. The significance of this finding is discussed.
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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 | 0.000 | 0.001 |
| 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".