Immunodeficiency Canada Satellite Symposium at 2014 Canadian Society of Allergy and Clinical Immunology Annual Scientific MeetingOctober 23, 2014Delta Ottawa CentreOttawa, ON
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
Chronic Granulomatous Disease (CGD) is a primary immunodeficiency caused by mutations that disable the nicotinamide adenine dinucleotide phosphate (NADPH) oxidase enzyme complex. This dysfunction subsequently leads to decreased or absent production of reactive oxygen species required for phagocytic killing of certain pathogens. CGD can be inherited in an X-linked or autosomal recessive fashion. The different genetic forms of CGD vary in their residual NADPH oxidase function and can thus be differentiated based on this quantification. Importantly, residual reactive oxygen species production has been correlated with long-term prognosis for patients with CGD (Kuhns et al. 2010).
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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