Bibliographic record
Abstract
Current practices of drug dissolution testing require that the experimental conditions, such as medium and its volume and apparatus and its associated stirrer rotation speed, be established for each test product to achieve certain 'expected' dissolution characteristics or results. In reality, however, the purpose of dissolution testing should be to determine potentially unknown dissolution results reflective of a test product based on its formulation and/or manufacturing attributes. For appropriate testing, in particular for comparative purposes, the experimental conditions must be the same or consistent from product to product i.e. product independent. This article describes a newly developed spindle, known as crescent-shaped, which can easily be installed in the vessel-based dissolution apparatuses (basket and paddle) to provide a product-independent dissolution testing approach for improved drug dissolution assessments. The new spindle provides an improved stirring and mixing environment, leading to better characterization of pharmaceutical products. The use of the crescent-shaped spindles offers additional significant advantages over the current practices, such as: (1) allows analyses using a single method, compared to hundreds as currently required, for both immediate and extended-released products having the same or different active ingredients; (2) provides improved dissolution characteristics of products by avoiding false slow release properties for fast release type products; (3) simplifies testing by avoiding the necessity of developing separate QC and bio-relevant dissolution methods; (4) provides a rugged testing environment free from common sensitivities, in particular to de-aeration and vibration effects. Considering that the new design provides significant advantages, the spindle may be considered for inclusion in the Ph. Eur., as an option, in the general chapter on dissolution testing.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.005 |
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".