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
The heart is the first organ to form and to function during vertebrate embryogenesis and its correct functionality is a "conditio sine qua non" for life. If the heart's pumping power is compromised, chambers dilate and pulmonary and systemic circulations are altered. Dilated cardiomyopathy can appear along a wide spectrum of presentations, including no symptoms, subtle symptoms or heart failure, which occurs when the heart is unable to pump blood to the periphery and oxygenate the organs. Dilated cardiomyopathy, the most common form of cardiomyopathy, is characterized by a particular complex of nonspecific pathologic features that do not necessarily identify the different etiologies. In this study, we review the etiologic and morphologic features of 86 explanted recipient adult hearts with dilated cardiomyopathy undergoing orthotopic heart transplantation between 1997 and 2008.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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