Cerebral Blood Flow, Oxygen, Carbon Dioxide Tensions, and Blood Bicarbonate in Controlling Drive and Timing in Patients with Chronic Obstructive Pulmonary Diseases
Bibliographic record
Abstract
In patients with chronic obstructive pulmonary disease, respiratory drive as estimated from occlusion pressures (PO.1 and PO.1/PCO<sub>2</sub>, cm H<sub>2</sub>O/mm Hg) and respiratory timing (T<sub>1</sub>, T<sub>1</sub>/T<sub>τ</sub><sub>oτ</sub>) were predicted accurately by multiple regression analysis from the respiratory parameters PO<sub>2</sub>, PCO<sub>2</sub>, and blood HCO<sub>3</sub> in conjunction with estimates of cerebral blood now. We used four linear models to obtain essentially the same multiple correlation coefficient, indicating that these independent variables are all important factors in controlling both the drive and timing of respiration
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".