Comparative Effectiveness and Safety of Cognitive Enhancers for Treating Alzheimer's Disease: Systematic Review and Network Metaanalysis
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: Systematic reviewConsensus signal: Systematic review
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.353
- Threshold uncertainty score
- 0.830
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.007 | 0.002 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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
- 0.369 · 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
BACKGROUND/OBJECTIVES: To examine the comparative effectiveness and safety of cognitive enhancers for Alzheimer's disease (AD). DESIGN: Systematic review and Bayesian network metaanalysis (NMA). SETTING: MEDLINE, EMBASE, Cochrane Library, CINAHL, Ageline (inception-March 2016). PARTICIPANTS: Individuals with AD in randomized controlled trials (RCTs), quasi-RCTs, and nonrandomized studies. INTERVENTION: Any combination of donepezil, rivastigmine, galantamine, or memantine. MEASUREMENTS: Two reviewers independently screened titles, abstracts, and full-texts; abstracted data; and appraised risk of bias. RESULTS: Twenty thousand three hundred forty-three citations were screened, and 142 studies were included (110 RCTs, 21 non-RCTs, 11 cohort studies). NMA found that donepezil (Mini-Mental State Examination: mean difference (MD) = 1.39, 95% credible interval (CrI) = 0.53-2.24), donepezil+memantine (2.59, 95% CrI = 0.12-4.98), and transdermal rivastigmine (2.02, 95% CrI = 0.02-4.08) improved cognition more than placebo. NMA found that donepezil (Alzheimer's Disease Assessment Scale-cognitive: MD = -3.29, 95% CrI = -4.57 to -1.99) and galantamine (MD = -2.13, 95% CrI = -3.91 to -0.27) improved cognition more than placebo. NMA found that donepezil+memantine (MD = -5.23, 95% CrI = -8.72 to -1.56) improved behavior more than placebo. NMA found that donepezil (MD = -0.32, 95% CrI = -0.46 to -0.19), donepezil+memantine (MD = -0.57, 95% CrI = -0.95 to -0.21), oral rivastigmine (MD = -0.38, 95% CrI = -0.56 to -0.17), and galantamine (MD = -3.79, 95% CrI = -6.98 to -0.59) improved global status more than placebo. NMA found that galantamine decreased the odds of mortality (odds ratio = 0.56, 95% CrI = 0.36-0.87). No agent increased risk of serious adverse events, falls, or bradycardia. Some increased risk of headache (oral rivastigmine), diarrhea (oral rivastigmine, donepezil), nausea (oral rivastigmine, donepezil, galantamine), and vomiting (oral rivastigmine, donepezil, galantamine). CONCLUSION: An exhaustive review of the literature involving 142 studies demonstrated that cognitive enhancers in general have minimal effects on cognition according to minimal clinically important difference and global ratings. The drugs appear safe, but this must be interpreted cautiously because trial participants may have less comorbidity and fewer adverse effects than those treated with these drugs in clinical practice.
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
- Journal of the American Geriatrics Society
- Topic
- Dementia and Cognitive Impairment Research
- Field
- Medicine
- Canadian institutions
- University of AlbertaSouth Health CampusUniversity of CalgaryInstitute for Work & HealthMcMaster UniversityPublic Health OntarioUniversity of TorontoSt. Michael's Hospital
- Funders
- University of TorontoUniversity of Alberta
- Keywords
- DonepezilGalantamineRivastigmineMedicineMemantineRandomized controlled trialPlaceboInternal medicineDementiaCochrane LibraryDiseasePathologyAlternative medicine
- Has abstract in OpenAlex
- yes