Anecdote Increases Patient Willingness to Take a Biologic Medication for Psoriasis
Bibliographic record
Abstract
Patients often are apprehensive about starting biologic medications for their psoriasis. Typical fears include anxiety regarding possible side effects and reluctance in accepting their proven efficacy. In this study, we aimed to evaluate patients' willingness to take a biologic medication for their psoriasis if presented with clinical trial evidence, an anecdote, or both. A prospective online survey study was performed in 222 patients with psoriasis. Patients were randomized to receive clinical trial evidence of a biologic medication's efficacy and safety, an anecdote of a single patient's positive experience, or both. Responses were recorded on a 10-point Likert scale and evaluated using the Kruskal-Wallis test followed by Dunn test. Results indicated that presenting an anecdote-alone or in combination with clinical trial evidence-may be an effective way to improve patients' willingness to take a biologic medication for psoriasis.
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How this classification was reachedexpand
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 | 0.000 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".