Impact of paliperidone palmitate versus oral atypical antipsychotics on healthcare outcomes in schizophrenia patients
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: ObservationalConsensus signal: Observational
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.390
- Threshold uncertainty score
- 0.657
- 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) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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
- 0.251 · 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
AIM: To assess impact of initial treatment and time-dependent treatment with paliperidone palmitate (PP) versus oral atypical antipsychotics (OAAs) on healthcare resource utilization and costs. PATIENTS & METHODS: A retrospective longitudinal study was conducted among Medicaid beneficiaries with schizophrenia. Inverse probability treatment weighting method and marginal structural models were used to estimate the impact of treatment on healthcare resource utilization and costs, respectively. RESULTS: Compared to OAAs, PP was associated with lower medical costs (mean monthly cost difference [MMCD] = -US$256; p = 0.008), which offset the higher pharmacy expense (MMCD = US$122; p < 0.001) resulting in nonsignificant cost savings associated with PP (MMCD = -US$91; p = 0.689). CONCLUSION: PP was associated with comparable overall costs to OAAs, but with significantly lower medical costs, particularly attributable to reduced inpatient visits and long-term care admissions.
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 Comparative Effectiveness Research
- Topic
- Schizophrenia research and treatment
- Field
- Medicine
- Canadian institutions
- Group for Research in Decision Analysis
- Funders
- not available
- Keywords
- Paliperidone PalmitateMedicineSchizophrenia (object-oriented programming)MedicaidHealth carePaliperidoneFormularyMarginal structural modelPharmacyHealth economicsPsychiatryEmergency medicineAntipsychoticInternal medicineFamily medicineConfoundingPublic health
- Has abstract in OpenAlex
- yes