Endogenous Bacterial Chorioretinal Abscess Presenting With Unusual Retinal Pigment Epithelial Excrescences and Large Subretinal Hemorrhage
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
Division of Ophthalmology, Department of Surgery, McMaster University, Hamilton, Ontario. Reprint requests: Carl Shen, MD, Division of Ophthalmology, Department of Surgery, McMaster University, Hamilton, Ontario, 2757 King St. East, Hamilton, ON L8G5E4; e-mail: [email protected] None of the authors has any financial/conflicting interests to disclose. RETINA® is now accepting manuscripts for consideration for publication in the Photo Essay section. For a manuscript to be considered for publication within this section, the significance of the manuscript should revolve around the photographs. The photographs should convey an important or unique clinical diagnosis, condition, or treatment. The photographs can be a combination of kodachromes, angiograms, histologic sections, or ancillary diagnostic studies (e.g., echograms, radiograms, CT or MRI studies, arteriograms), all of which are imperative in the evaluation, diagnosis, and/or treatment of the condition that is represented. Overall, the Photo Essay manuscript will be limited to 300 words, five photographs, and five references. All figures submitted in color will be published in color at the expense of the authors. Please refer to the Author Instructions for all other general requirements of manuscripts submitted to RETINA®.
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) | 0.000 | 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 it