Pronephric regulation of acid–base balance; Coexpression of carbonic anhydrase type 2 and sodium‐bicarbonate cotransporter‐1 in the late distal segment
Bibliographic record
Abstract
The kidney plays a critical role in regulating the composition of the blood, including pH. The major buffer regulating pH of the blood is bicarbonate. Bicarbonate is freely filtered through the glomerulus and must be recovered from the primary filtrate to maintain appropriate buffering capacity and blood pH. In this report, the expression of carbonic anhydrase type 2 within the late distal segment of pronephroi is described. This expression precisely overlaps that of the sodium-bicarbonate transporter XNBC1. In mammalian kidneys, these two proteins collaborate in the transepithelial recovery of bicarbonate from the kidney filtrate. Coexpression of the genes encoding these proteins in Xenopus embryos indicates that pronephroi use the same recovery system and that this system is largely localized to the late portion of the pronephric distal segment. Not only do the simple pronephroi regulate water and solute balance, they also appear to regulate blood pH in a manner akin to that of the vastly more complex mammalian metanephric kidneys.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".