Bibliographic record
Abstract
Students and young scientists from economically depressed and developing countries who were this year's recipients of Berkner Travel Fellowships gathered for a reception on 26 May during the Joint Assembly in Toronto, Ontario, Canada. Joint Assembly, part of AGU's international collaboration program, was sponsored by eight societies: AGU; Canadian Geophysical Union; Geological Association of Canada; International Association of Hydrogeologists, Canadian National Chapter; Mineralogical Association of Canada; Society of Exploration Geophysicists; Mineralogical Society of America; and Geochemical Society. Attendance and participation in the meeting by students and young researchers from different countries and research fields are major objectives of AGU and partner societies. Berkner Travel Fellowships provide fellows with financial support for meeting registration, travel, and subsistence while attending the meeting. Applicants must be under 36 years of age, a first author and presenter of an oral or poster abstract at Joint Assembly, and a permanent resident of a low‐income or lower‐middle‐income country.
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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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".