Types of Support Accessed by Families of Young Children with Disabilities Living in Alberta.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Lithium has been a gold standard in the treatment of bipolar disorder (BD) for several decades. Despite a general reduction in the use of lithium over the past several years, it is effective in the management of both manic and depressive episodes in BD and continues to be recommended as a first-line mood stabilizer. This review provides an overview of the pharmacology of lithium and highlights its clinical profile in the management of BD, focusing on the potential advantages of prolonged-release (PR) versus immediate-release (IR) formulations of lithium. A literature search using PubMed was performed to identify articles describing IR and PR lithium in BD using specific search terms like 'lithium', 'prolonged-release', 'sustained-release', 'extended-release', 'bipolar disorder', 'adherence' and 'compliance'. Relevant pharmacodynamic and pharmacokinetic data were also included. Several clinical trials suggested that lithium is effective in the treatment of acute mania and prophylaxis of BD and reduces the risk of suicide in patients with BD; it may also be used in combination with other drugs in the treatment of bipolar depression. Treatment with lithium must be monitored to avoid lithium-associated toxicity. The prolonged PR formulation of lithium has several advantages including consistent serum lithium concentrations, fewer adverse events and improved adherence to therapy. Although direct comparative studies between PR and IR formulations of lithium are primarily limited to pharmacokinetic studies, PR formulation of lithium provides potential advantages over IR formulation and can be effectively used in the management of BD with lesser adverse events.
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.
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 | 0.001 |
| 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 it