A report on older‐age bipolar disorder from the International Society for Bipolar Disorders Task Force
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
- Meta-epidemiology (narrow), Research integrity
- Consensus categories
- Meta-epidemiology (narrow)
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.956
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.005 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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
- 0.288 · 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
OBJECTIVES: In the coming generation, older adults with bipolar disorder (BD) will increase in absolute numbers as well as proportion of the general population. This is the first report of the International Society for Bipolar Disorder (ISBD) Task Force on Older-Age Bipolar Disorder (OABD). METHODS: This task force report addresses the unique aspects of OABD including epidemiology and clinical features, neuropathology and biomarkers, physical health, cognition, and care approaches. RESULTS: The report describes an expert consensus summary on OABD that is intended to advance the care of patients, and shed light on issues of relevance to BD research across the lifespan. Although there is still a dearth of research and health efforts focused on older adults with BD, emerging data have brought some answers, innovative questions, and novel perspectives related to the notion of late onset, medical comorbidity, and the vexing issue of cognitive impairment and decline. CONCLUSIONS: Improving our understanding of the biological, clinical, and social underpinnings relevant to OABD is an indispensable step in building a complete map of BD across the lifespan.
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
- Bipolar Disorders
- Topic
- Bipolar Disorder and Treatment
- Field
- Medicine
- Canadian institutions
- Health Sciences CentreSunnybrook Health Science CentreJewish General HospitalUniversity of Toronto
- Funders
- Fondo para la Investigación Científica y TecnológicaCiência sem FronteirasCanadian Institutes of Health ResearchWeill Cornell Medical CollegeForest LaboratoriesServierTaipei Medical University HospitalNational Institutes of HealthUniversidade Federal do Rio Grande do SulTaipei Medical UniversityUniversity of TorontoMacquarie UniversityFundación INECOJewish General HospitalRogers Family FoundationGlaxoSmithKlineConselho Nacional de Desenvolvimento Científico e TecnológicoH. Lundbeck A/SSunovionMerckAstraZenecaAmgenJohns Hopkins UniversityNational Institute of Mental HealthTakeda Pharmaceuticals U.S.A.PfizerConsejo Nacional de Investigaciones Científicas y TécnicasDepartment of Psychiatry, University of TorontoReuter FoundationCenters for Disease Control and PreventionWoodruff FoundationReinberger Foundation
- Keywords
- Bipolar disorderTask forcePsychologyPsychiatryTask (project management)MedicinePhysical medicine and rehabilitationCognitionPolitical scienceEngineering
- Has abstract in OpenAlex
- yes