БІОЛОГІЧНА СЕКЦІЯ (23 СЕРПНЯ 2024 р.) В МЕЖАХ ХХIV ГАМОВСЬКОЇ МІЖНАРОДНОЇ АСТРОНОМІЧНОЇ КОНФЕРЕНЦІЇ «АСТРОНОМІЯ ТА НЕ ТІЛЬКИ: АСТРОФІЗИКА, КОСМОЛОГІЯ ТА ГРАВІТАЦІЯ, АСТРОФІЗИКА ЕЛЕМЕНТАРНИХ ЧАСТИНОК, РАДІОАСТРОНОМІЯ, АСТРОБІОЛОГІЯ ТА ГЕНЕТИКА», ЯКА ПРОВОДИЛАСЬ 19–23 СЕРПНЯ 2024 р. В ОНУ ІМЕНІ І. І. МЕЧНИКОВА, ОДЕСА, УКРАЇНА
Bibliographic record
Abstract
It was the sixth session of the Biological Section within the Gamow International Astronomical Conference that took place on 23 August 2024. The Biological Section was traditionally held under the title “Importance of G. Gamov’s Ideas for the Biology of the 21st Century.” This year, 39 scientists and students participated in the work of the section. Scientists from Ukraine, Germany, Great Britain, Denmark, Canada and the USA presented their scientific reports. Those reports covered research based on the studies of nucleotide sequences of genes and genomes of various biological species.
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.
How this classification was reachedexpand
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 | 0.015 | 0.004 |
| Meta-epidemiology (narrow) | 0.010 | 0.009 |
| Meta-epidemiology (broad) | 0.013 | 0.008 |
| Bibliometrics | 0.009 | 0.014 |
| Science and technology studies | 0.004 | 0.016 |
| Scholarly communication | 0.010 | 0.001 |
| Open science | 0.014 | 0.011 |
| Research integrity | 0.006 | 0.013 |
| Insufficient payload (model declined to judge) | 0.683 | 0.119 |
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; both teacher heads agree on what is shown here.
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".