Membrane biogenesis, nutrient transport, and natural health product characterization
Bibliographic record
Abstract
Membrane biogenesis, nutrient transport, and natural health product characterization Find out here about Dr. Bakovic, an internationally recognized researcher in membrane biogenesis, nutrient transport, and natural health product characterization. I, Dr. Bakovic, am an internationally recognized researcher in membrane biogenesis, nutrient transport, and natural health product characterization. My laboratory was the first to clone and elucidate the mammalian Pcyt2 gene and protein structure and function. This is an unexplored research area, and my group was uniquely positioned to initiate the first studies on the regulation and function of this key enzyme for membrane lipid phosphatidylethanolamine (PE) synthesis. Most of the current knowledge about PE metabolism has resulted from my group’s fundamental research. They established how Pcyt2 activity and expression are regulated, which capitalized on identifying the first Pcyt2 inhibitors, meclizine and CHY-1.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.004 |
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".