Proteins in Cerebrospinal Fluid and Plasma of Fetal Pigs during Development
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 concentrations of total protein, alpha-fetoprotein, fetuin, transferrin and albumin have been measured in cerebrospinal fluid (CSF) and plasma of fetal pigs from 26 to 109 days gestation. Plasma total protein concentration was lowest in the youngest fetuses but thereafter it was between 1,500 and 2,200 mg/100 ml. alpha-Fetoprotein was the predominant plasma protein early in development but its concentration declined throughout the fetal period. alpha-Fetoprotein, fetuin and transferrin accounted for over 65% of the total protein concentration at all fetal ages. Albumin was not detectable in either plasma or CSF at 26 days and did not account for more than 10% of total plasma protein concentration at later stages of gestation; in contrast fetuin was the major protein in plasma (and CSF) later in fetal development. In CSF the concentration of fetuin was highest (178 +/- 8 mg/100 ml) at 26 days. The concentrations of total protein (961 +/- 95 mg/100 ml), alpha-fetoprotein (406 +/- 77 mg/100 ml) and transferrin (195 +/- 19 mg/100 ml) were highest at 31 days after which the concentration of all the main proteins fell very considerably. Albumin was first detected in CSF at 38 days and contributed less than 10% of total protein concentration at later fetal ages. Possible origins of plasma proteins in fetal CSF are discussed. Differences in CSF: plasma ratios for different proteins are consistent with a specific transfer mechanism between their two compartments; but synthesis by fetal choroid plexus or brain has not been excluded.
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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) | 0.000 | 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