Alumni Journal - Volume 94, Number 1
Bibliographic record
Abstract
Editorials 2 | From the Editor4 | From the President6 | From the Dean News 8 | Alumni News10 | This & That12 | APC 2024 Preview14 | School of Medicine News16 | Students18 | AIMS Report: BARAKA: Hope and Healing for Sudanese Refugees20 | Department Report: Pathology & Human Anatomy Features 14 | Women in Medicine: Stories of Experience, Contributions, and Accomplishments26 | Women in Medicine: A Conversation32 | Early Hightory of Women in Medicine at LLU34 | One Doctor's Story of Teaching and Healing in Angola38 | Alumni Trips 2023: Featuring the Galápagos Cruise42 | Alumni Gatherings 202344 | Historical Snapshot46 | Alumni Spotlight Featuring Julie A. Abbott League '76-A48 | Life After Medicine In Memoriam 50 | Alumni Remembered Featured Obituary: Jeffrey D. Cao '71
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 | 0.001 | 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) | 0.000 | 0.000 |
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 teacher head, 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".