What Impact Has the Introduction of a Synoptic Report for Rectal Cancer Had on Reporting Outcomes for Specialist Gastrointestinal and Nongastrointestinal Pathologists?
Bibliographic record
Abstract
CONTEXT: Synoptic pathology reports increase the completeness of reporting for colorectal cancer. Despite the perceived superiority of specialist reporting, service demands dictate that general pathologists report colorectal cancer specimens in many centers. OBJECTIVE: To determine differences in the completeness of rectal cancer reporting between specialist gastrointestinal and nongastrointestinal pathologists in both the narrative and synoptic formats. DESIGN: Pathology reports from rectal cancer resections performed between 1997 and 2008 were reviewed. A standardized, synoptic report was formally introduced in 2001. Reports were assessed for completeness according to 10 mandatory elements from the College of American Pathologists checklist. RESULTS: Overall, synoptic reports (n = 315) were more complete than narrative reports (n = 183) for TNM stage, distance to the circumferential radial margin, tumor grade, lymphovascular invasion, extramural venous invasion, perineural invasion, and regional deposits (all P < .01). Compared with those by nonspecialist pathologists, narrative reports by gastrointestinal pathologists were more complete for lymphovascular invasion (59.3% versus 35.9%, P = .02) and extramural venous invasion (70.4% versus 35.9%, P = .001), but there was no difference in completeness once a synoptic report was adopted. Gastrointestinal pathologists tended to report the presence of extramural venous invasion more frequently in both the narrative (18.5% versus 5.1%, P = .01) and synoptic formats (25.5% versus 14.6%, P = .02). CONCLUSIONS: Completeness of reporting, irrespective of subspecialist interest, was dramatically increased by the use of a synoptic report. Improvements in completeness were most pronounced among nongastrointestinal pathologists, enabling them to attain a level of report completeness comparable to that of gastrointestinal pathologists. Further studies are required to determine whether there are actual discrepancies in the detection of prognostic features between specialist gastrointestinal and nongastrointestinal pathologists.
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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 | 0.141 | 0.538 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.005 | 0.007 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| 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".