Place of care and costs associated with acute episodes and remission in bipolar I disorder
Bibliographic record
Abstract
To our knowledge, literature describing the place of care and associated costs during acute bipolar I disorder (BP-I) episodes is limited. We conducted a claims-based retrospective study to address this gap. Adults with BP-I were identified via IBM MarketScan Commercial and Medicare Supplemental databases. The acute episode index date was defined by ≥1 inpatient BP-I claim(s) or ≥1 outpatient or ≥3 outpatient BP-I claims (depending on visit type) in a 2-week (manic/mixed) or 4-week (depressive) period. Likely acute episodes were defined as 3- and 6-week periods for manic/mixed and depressive episodes, respectively; total mental health-related medical costs (health plan + patient) were collected during these intervals and stratified by setting (inpatient versus outpatient). Initial and subsequent episodes were captured; data were reported in subgroups without and with clozapine use, a proxy for disease severity. The remission index date was the earliest outpatient claim with a bipolar remission diagnosis with no acute episode or treatment. Remission costs were collected over a 3-month period. All results were analyzed descriptively. A total of 41,516 patients with 130,221 acute manic/mixed episodes and 47,763 patients with 149,207 acute depressive episodes met the study criteria. Over 84% of acute episodes were treated in outpatient settings. Mental health-related medical costs for manic/mixed episodes were $15,444 for inpatient and $1,577 for outpatient settings; inpatient and outpatient costs for depressive episodes were $17,376 and $2,154, respectively. Health plans covered approximately 78% of medical costs for both episode types with and without prior clozapine use. A total of 8,143 patients met remission criteria; the total 3-month outpatient costs were $1,225. Most BP-I acute manic/mixed or depressive episodes were treated in the outpatient setting. Episodes with inpatient care were 8–10 times more costly than outpatient-only episodes. Health plans covered most medical costs, but additional patient-incurred out-of-pocket costs remained.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".