Bibliographic record
Abstract
The Montreal Protocol on Substances That Deplete the Ozone Layer was an example of an amazing international collaboration that has already led to improvements in the ozone layer, although the full effects will not be seen for decades. As part of the process, large numbers of medical aerosols were reformulated such that chlorofluorocarbons were replaced as propellants in pressurised metered dose inhalers (pMDIs) by new hydrofluoroalkane (HFA) propellants. This involved a massive commitment by the pharmaceutical industry to ensure that those with respiratory ill health continued to receive their medication in familiar but improved inhalers. However, these HFA propellants have a global warming effect, and this has led specialist societies and health service leaders to more recently call for prescribers and patients to consider switching from pMDIs to inhaler devices without propellants, although many patients will still need a pMDI for use in an emergency.1 Others have recently additionally drawn attention to the benefits of using small-volume HFA 134a pMDIs or those containing …
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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".