Technical progress report: Peripheral mower blade - seventh quarter report ending 3/31/2000
Bibliographic record
Abstract
Closeout ReportThe National Csneerhtszh.nehasnegoti~ed with the governments of Bekarus and Ukraine (h&ikmdMinistries of.Hedb institutions and scientists) to de+clop scientific r=eareh protocols to sticly the effects of radioactive iodine released by the Chernobyl aeeident upon thyroid anatomy md fiction in defined cohorts of persohs undtx the age"of 19 years at the time of the accident.These studies include prospective long term mdkal follow-up of the cohort and tie reconstruction of the ndiation dose to eaeh cohort, subjeot's thyroid.The protocol for tie stody in 13elarus was signed by the U.S. and Bekr@an governments in May 1994 and the protocol for tie study in Ukaine was signed by the U.S. and Ukraine in May 1995.A seocmd scientific research pfotpeo~also was negotiated with Ukraine to study the feasibility of a long term smdy to follow the development of leukemia and 1ymphoma among Ukrainian c~eaup workers; this protocol was signed by the U.S. and Ukraine
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.500 | 0.478 |
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".