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
Welcome to the Journal of Biocommunication’s Special Issue 45-1. We have designated this publication as a JBC “Special Issue,” as it is devoted entirely to one topic. Our current Special Issue includes articles and commentaries all related to Eduard Pernkopf’s, Atlas of Topographical and Applied Human Anatomy. Our authors have provided in-depth discussions about the Pernkopf’s atlas’ dark history, the uncertain origin of cadavers used as references for the atlas, and medical crimes of the Third Reich. Seven of the articles are authored by some of the world’s leading historians and authorities on the subject of the Pernkopf atlas and the abuses of Nazi medicine. These authors presented papers at a Holocaust Education Week Symposium that was held on Nov. 10, 2019, at the Temerty Faculty of Medicine, University of Toronto, Toronto, Canada. This landmark Symposium was called, “The Vienna Protocol: Medicine’s Confrontation with Continuing Legacies of its Nazi Past.” The Symposium faculty included Susan Mackinnon, MD, Rabbi Joseph Polak, William E. Seidelman, MD, Sabine Hildebrandt, MD, Philip Berger, MD, Anne Agur, PhD, and Leila Lax, PhD, who also served as the Symposium coordinator and host. Table of Contents image credit: Medical University of Vienna, MUW-AD-003250-5-ABB-81.
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 | 0.000 |
| 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 | 0.000 |
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 it