A Randomized Controlled Trial of Individual Family Psychoeducational Psychotherapy and Omega-3 Fatty Acids in Youth with Subsyndromal Bipolar Disorder
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
OBJECTIVE: This pilot study evaluates efficacy of omega-3 fatty acid supplementation (Ω3), individual family psychoeducational psychotherapy (IF-PEP), and their combination in youth with subsyndromal bipolar disorders (bipolar disorder not otherwise specified [BP-NOS], cyclothymic disorder [CYC]). METHODS: This study was a 12 week, randomized trial of Ω3 versus placebo and IF-PEP versus active monitoring (AM) using a 2 × 2 design (Ω3 + PEP: n = 5; Ω3 + AM: n = 5; placebo + PEP: n = 7; placebo + AM: n = 6). Twenty-three youth ages 7-14 with BP-NOS or CYC were recruited via community advertisements and clinician referrals. Participants could be taking stable medication for attention-deficit/hyperactivity disorder and sleep aids, but no other psychotropics. Independent evaluators assessed participants at screen, baseline, and 2, 4, 6, 9, and 12 weeks. Primary outcome measures were the Kiddie Schedule for Affective Disorders (K-SADS) Depression (KDRS) and Mania (KMRS) Rating Scales, Children's Depression Rating Scale-Revised (CDRS-R), and Young Mania Rating Scale (YMRS). Ω3/placebo conditions were double-blind; independent evaluators were blind to psychotherapy condition. RESULTS: Most participants (83%) completed the 12 week trial. Side effects were uncommon and mild. Intent-to-treat analyses indicated significant improvement in depressive symptoms (KDRS) for combined treatment relative to placebo and AM (p = 0.01, d = 1.70). Across groups, manic symptoms improved over time without significant treatment effects. Effect of IF-PEP on child depression compared with AM was medium (d = 0.63, CDRS-R) to large (d = 1.24, KDRS). Effect of Ω3 on depression was medium (d = 0.48, KDRS). CONCLUSION: IF-PEP and Ω3 are well tolerated and associated with improved mood symptoms among youth with BP-NOS and CYC. Clinicaltrials.gov Identifier: NCT01507753.
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Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Randomized trial | low |
| gpt | no category Domain: not available · Genre: Empirical About the Canadian research system: no · About a Canadian topic: no | Randomized trial | high |
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 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)
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