Mood lability among offspring of parents with bipolar disorder and community controls
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)
- 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
- 0.066
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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
- 0.219 · 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: Early identification of bipolar disorder (BP) symptomatology is crucial for improving the prognosis of this illness. Increased mood lability has been reported in BP. However, mood lability is ubiquitous across psychiatric disorders and may be a marker of severe psychopathology and not specific to BP. To clarify this issue, this study examined the prevalence of mood lability and its components in offspring of BP parents and offspring of community control parents recruited through the Pittsburgh Bipolar Offspring Study. METHODS: Forty-one school-age BP offspring of 38 BP parents, 257 healthy or non-BP offspring of 174 BP parents, and 192 offspring of 117 control parents completed a scale that was developed to evaluate mood lability in youth, i.e., the Children's Affective Lability Scale (CALS). RESULTS: A factor analysis of the parental CALS, and in part the child CALS, revealed Irritability, Mania, and Anxiety/Depression factors, with most of the variance explained by the Irritability factor. After adjusting for confounding factors (e.g., parental and offspring non-BP psychopathology), BP offspring of BP parents showed the highest parental and child total and factor scores, followed by the non-BP offspring of BP parents, and then the offspring of the controls. CONCLUSIONS: Mood lability overall and mania-like, anxious/depressed, and particularly irritability symptoms may be a prodromal phenotype of BP among offspring of parents with BP. Prospective studies are warranted to clarify whether these symptoms will predict the development of BP and/or other psychopathology. If confirmed, these symptoms may become a target of treatment and biological studies before BP develops.
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 CentreUniversity of TorontoSunnybrook Health Science Centre
- Funders
- National Institute of Mental HealthRandom HouseNational Institutes of HealthPurdue PharmaPfizer
- Keywords
- OffspringIrritabilityManiaPsychopathologyLabilityMoodBipolar disorderPsychologyClinical psychologyAnxietyPsychiatryPregnancyBiology
- Has abstract in OpenAlex
- yes