Changes in Patient Perception and Behavior following Mohs Micrographic Surgery
Bibliographic record
Abstract
BACKGROUND: Mohs micrographic surgery (MMS) is used for the removal of difficult or recurrent skin cancer. Little is known about the behavioral changes of patients who have undergone this procedure. OBJECTIVE: This study was conducted to document patients' long-term psychological and behavioral changes following MMS. METHODS: A survey was mailed to a sample of 260 persons who underwent the Mohs procedure in 1997. It included questions on sunscreen use, level of anxiety about cancer, patient confidence in MMS, and changes in high-risk habits. RESULTS: The study included 214 patients who responded to our mailed questionnaire. Trends showed an increase in some but not all preventative measures taken to avoid skin cancer recurrence post-MMS. Other healthy lifestyle changes, such as decreased cigarette smoking, were not noted. CONCLUSION: Mohs micrographic surgery has an impact on some aspects of patients' health-related behavior, especially skin cancer prevention. Other aspects which are not affected may be targets for extra patient education.
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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 | 0.006 |
| 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 | 0.001 |
| 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".