Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Table of Contents An Update from the Deans: Q & A COVID-19 Special Report Celebrating 50 Years of Experiential Education Kramer Law Clinic Timeline Black Law Students Association Celebrates 50th Anniversary A Message from Associate Dean for Diversity and Inclusion Bryan Adamson (LAW '90) Featured Alumni (Alumni Q&A) John Sopko Serves as Inspector General for Afghanistan Reconstruction Susie Ruth Powell is Centennial Award Winner Jennifer Riedthaler Williams Appointed as Immigration Judge in Cleveland CWRU Law Alumnus Appointed Canada's New Minister of Foreign Affairs New Book by Capricia Penavic Marshall (LAW '90) Ann Brennan Makes $2.5 Million Gift to Support Law Students in Honor of Late Husband, Alumnus David L. Brennan Case Western Reserve Earns Top Spot Again in Ohio Bar Pass Rate 2020 Moot Court Roundup Society of Benchers Faculty Briefs Class Notes In Memoriam Alumni Committees
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.
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 | 0.002 |
| 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 | 0.001 |
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 it