Bibliographic record
Abstract
It is my pleasure to announce this year the fifth issue of our Journal.Already, ESTRO 38 Meeting in Milan and ABS Annual Meeting in Miami have passed, but it's not a pity as next year we'll have an opportunity to meet again at the World Congress of Brachytherapy in Vienna, Austria (April 2-4, 2020).Already for the fifth time the Greater Poland Cancer Center along with the Polish Brachytherapy Society organized "Interventional radiotherapy -Post ABS Meeting" which was held on September 6-7, 2019 for all those Polish brachytherapy providers that were not able to attend the American meeting.We used this opportunity and organized the General Assembly of our Society combined with necessary elections for Presidents and Board Members.I am proud to announce the voting results: Polish Brachytherapy Society (PBS) General Assembly along with Elections
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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 | 0.002 | 0.035 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.012 | 0.013 |
| Insufficient payload (model declined to judge) | 0.055 | 0.044 |
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".