Laxative Utilization Over Time in Chronic Pain Patients with Opioid-Induced Constipation
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
AIM: To determine laxative utilization over time among chronic noncancer pain patients with opioid-induced constipation (OIC). SETTING: A prospective longitudinal study conducted in the USA, Canada, Germany and UK. METHODS: Patients on daily opioid therapy for treatment of chronic noncancer pain with OIC were recruited from clinics to complete a survey at Baseline and weeks 2, 4, 6, 8, 12, 16, 20 and 24. RESULTS: 489 patients completed baseline with 452 completing one or more follow-up visits. 128 (28%) were nonlaxative users, 112 (25%) were insufficient laxative users and 212 (47%) were sufficient laxative users. The consistent sufficient laxative users reported the most bowel movements per week. CONCLUSION: The majority of OIC patients do not take or only intermittently take laxatives.
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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) | 0.000 | 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