Clinical rather than laboratory assessment predicts continence after anterior sphincteroplasty
Bibliographic record
Abstract
PURPOSE: Preoperative anorectal physiology studies have become part of the standard evaluation of fecal incontinence. This study was undertaken to see whether anorectal physiology results predicted surgical outcome after anterior sphincteroplasty. METHODS: Between 1985 and 1994, 191 females with a mean age of 37 (range, 20-74) years underwent anterior sphincteroplasty for anal sphincter disruption. A follow-up questionnaire was sent to all patients, and there were 158 respondents (83 percent). Mean follow-up was 43 (range, 6-120) months. Obstetric injuries accounted for incontinence in 91 percent of the 158 patients who responded to the questionnaire. Mean duration of incontinence was 4.2 years (range, 3 months-51 years) before surgery. Preoperatively, patients were incontinent to solid stool (53 percent), liquid stool (33 percent), gas (3 percent), and unspecified (11 percent). RESULTS: Subjectively, the results were as follows: 129 patients (82 percent) improved, 17 (11 percent) were initially improved but subsequently deteriorated, 7 (4 percent) were unchanged, and 5 (3 percent) were worse. Objectively, postoperative continence was classified as follows: excellent (normal) in 23 percent, good (incontinent to gas or minor stain) in 39 percent, fair (incontinent to stool an average of less than once per month) in 26 percent, and poor (incontinent to stool an average of greater than once per month) in 12 percent. Preoperative continence level (incontinent to solid vs. liquid stool) was predictive of postoperative continence classification. Preoperative anorectal manometry was not predictive of clinical outcome (n = 128). There was no significant difference in postoperative continence classification among patients with normal, unilaterally abnormal, and bilaterally abnormal pudendal latency (n = 89). CONCLUSIONS: Clinical rather than manometric assessment predicts continence after anterior sphincteroplasty.
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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 | 0.000 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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".