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
PURPOSE OF REVIEW: Fluid boluses are a key element of hemodynamic resuscitation, but overuse of fluids also can be harmful. It is thus important to understand how fluids actually improve clinical problems and how one can predict fluid responsiveness. It is also important to understand potential limitations of fluid therapy. RECENT FINDINGS: Currently there is a lot of attention being paid to the assessment of fluid responsiveness, but there is a lack of studies evaluating indications for fluid treatment and the potential harm from excess fluid use. This review emphasizes the physiological factors that determine the response to fluids, the limitations of these responses, and the predictors of fluid responsiveness. A key principle is that fluid resuscitation improves clinical indicators by increasing cardiac output, and if the volume infusion does not increase cardiac output there will be no benefit. SUMMARY: Assessment of changes in cardiac output, either directly or indirectly, is a key component of managing fluid therapy. Avoiding harm with the use of fluids requires understanding what is physiologically possible.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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