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
BACKGROUND: Although the frequency of complications in adults undergoing therapeutic apheresis is low, there are little data in children. STUDY DESIGN AND METHODS: A retrospective study of 186 children who had undergone a total of 1632 apheresis procedures between 1994 and 2002 was conducted. Adverse reactions were prospectively documented. The procedures were plasma exchange (67%), hematopoietic progenitor cell collection (18%), red blood cell exchange (6.9%), leukodepletion (0.7%), and plasma exchange with immunoadsorption (6.7%). RESULTS: Adverse reactions, most minor, were reported in 55 percent of procedures in 82 percent of patients. The most frequent complications, per procedure and per patient during an entire course of therapy, were hypotension (14 and 48.4%), hypotension requiring fluid bolus (4.8 and 26.9%), symptomatic hypocalcemia (9.7 and 28.5%), allergic reactions (4.4 and 5.9%), catheter-related thrombosis (1.7 and 12.4%), catheter-related infection (2.1 and 16.1%), and severe anemia (hemoglobin [Hb] level, <7 g/dL; 2.5 and 17.2%). There were two deaths (1% of patients). Risk factors for complications by multivariate analysis were lower body weight, lower preapheresis Hb level, apheresis in a critical care unit, and number of procedures per patient. The 55 percent incidence of complications per procedure in our pediatric cohort is much higher than the 4.3 to 28 percent incidence reported in adults. The excess of adverse reactions in children are mostly related to citrate toxicity, higher relative vascular volume shifts, and the need for vascular access. CONCLUSION: Pediatric apheresis presents unique challenges and is associated with higher complication rate compared to adults. It is recommended that this procedure be performed in specialized centers.
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) | 0.001 | 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