The 12th International Conference on Continuous Renal Replacement Therapies (CRRT). March 7–10, 2007, San Diego, Calif.
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
Introduction: Acute renal failure (ARF) was recently identified as an independent prognostic factor.This late discovery was partially caused by luck of consensus concerning ARF definitions.A huge step towards consensus was recently reached by wide adoption of the RIFLE criterions for ARF definition.In obstetrics, we face also widely disparate definitions for ARF.Some risk factors were clearly retrieved in the majority of studies.Meanwhile, no proof exists if ARF is a mortality risk factor in the critically ill obstetric patients.Objective: Try to determine if ARF is related to mortality in the critically ill obstetric population.Patients and Methods: Open prospective observational study.Setting: Medical surgical intensive care unit part of a university affiliated hospital.Inclusion criteria: critically ill obstetric patients.Exclusion criteria: Chronic renal failure and Kidney transplant.Study period:
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 | 0.001 | 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) | 0.002 | 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