Long-term treatment of bipolar disorder with lamotrigine.
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- none
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: ObservationalConsensus signal: Observational
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.397
- Threshold uncertainty score
- 0.418
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.203 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Bipolar depression is as debilitating as mania in bipolar disorder, but the treatment of bipolar depression has historically received less attention. To date, there is no mood stabilizer (liberally defined as a medication that decreases episode severity, duration, or frequency in one phase of bipolar illness without producing a negative effect in other phases) that demonstrates similar efficacy in both the depressive and the manic phases of bipolar disorder. However, bipolar depression--which is prevalent, sometimes chronic, and associated with a low quality of life and a high risk of suicide--must be addressed as energetically as mania. Recent research into the long-term treatment of bipolar disorder has raised several questions about the generalizability of early lithium studies, as a result of these studies' designs. Researchers conducting more recent studies of mood stabilizers in the long-term treatment of bipolar disorder have attempted to clarify their results by, for example, performing survival analyses of the data. Until pharmacotherapy has been found that is equally efficacious in the treatment of both manic and depressive episodes in bipolar disorder, the use of combination therapy to manage bipolar disorder is advised. Lithium and divalproex sodium remain the first-line treatments for mania. Lamotrigine has been found to have acute efficacy in treating episodes of bipolar depression without increasing cycling or provoking a switch into mania, as well as a long-term role in delaying relapse and recurrence of depressive episodes.
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.
The record
- Venue
- PubMed
- Topic
- Bipolar Disorder and Treatment
- Field
- Medicine
- Canadian institutions
- Centre for Movement Disorders
- Funders
- not available
- Keywords
- Bipolar disorderLamotrigineManiaMood stabilizerLithium (medication)Treatment of bipolar disorderPsychiatryPsychologyMoodDepression (economics)Bipolar II disorderBipolar I disorderDivalproexMedicineEpilepsy
- Has abstract in OpenAlex
- yes