MAUDE Signal Explorer

Surgical Staplers · A Human Factors Lens

An independent demo by Kennedy DeSousa

Post-market surveillance, read like a human factors engineer

What 195,000+ adverse-event reports say about surgical staplers

HFE teams mostly look forward — formative studies, validation, design controls. But the FDA's MAUDE database is a backward-looking goldmine: real use errors, in real ORs, in the reporters' own words. This page mines the public openFDA device-event API for surgical staplers (product codes GAG & GDW) and shows how post-market signals can seed formative-study hypotheses.

195,226

Total reports in MAUDE

154,607

Malfunctions

38,432

Injuries

1,369

Deaths

Live from openFDA · dataset last updated 2026-07-14

Reports per year — and the hidden-database story

For years, stapler manufacturers could route adverse events through FDA's “Alternative Summary Reporting” program — tens of thousands of malfunction reports that never appeared in public MAUDE. After investigative reporting surfaced the practice, FDA ended ASR in mid-2019 and the hidden reports flooded into the public record. The lesson for anyone reading this data: the shape of a reporting curve reflects policy as much as risk.

A use-error lens on the narratives

Event narratives often encode perception, cognition, or action failures — the raw material of use-related risk analysis. These phrase counts are a deliberately simple heuristic for surfacing candidate reports to read, not a validated classifier:

Failed to fire

1,040

reports mentioning “failed to fire

Often entangled with loading, positioning, or tissue-thickness selection

Difficult to remove

982

reports mentioning “difficult to remove

Post-fire release problems often involve technique interaction

Misfire

846

reports mentioning “misfire

Frequently involves firing sequence or reload handling

Inadvertent action

497

reports mentioning “inadvertently

Marker for unintended activation or release — action-stage errors

Labeled 'user error'

178

reports mentioning “user error

How reporters themselves attribute the event

Wrong size

24

reports mentioning “wrong size

Cartridge/tissue mismatch is a classic perception-stage use error

The latest reports, in the reporters' own words

The most recent stapler narratives in MAUDE, with use-error phrases highlighted. Reading raw narratives is where the method earns its keep — counts point you somewhere; the words tell you why.

MalfunctionReceived 2026-06-30SIGNIA · COVIDIEN SURGICAL

ACCORDING TO THE CLINICAL STUDY, INTRA-OPERATIVELY, THE STAPLER DID NOT FIRE. THE ANASTOMOSIS WAS COMPLETED MANUALLY TO RESOLVE THE ISSUE. THERE WERE NO CLINICAL STUDY ASSESSMENTS PERFORMED.

MalfunctionReceived 2026-06-30UNKNOWN ENDO GIA SULU · COVIDIEN SURGICAL

ACCORDING TO THE CLINICAL STUDY, INTRA-OPERATIVELY, THE STAPLER DID NOT FIRE. THE ANASTOMOSIS WAS COMPLETED MANUALLY TO RESOLVE THE ISSUE. THERE WERE NO CLINICAL STUDY ASSESSMENTS PERFORMED.

MalfunctionReceived 2026-06-30ABSORBATACK · COVIDIEN SURGICAL

IT WAS REPORTED THAT A TACKER APPEARED TO BE DAMAGED DURING SURGERY AND WAS REPLACED WITH ANOTHER TACKER TO COMPLETE THE CASE. THERE WAS NO PATIENT INJURY.

MalfunctionReceived 2026-06-30ENDO GIA · COVIDIEN

ACCORDING TO THE REPORTER, DURING A PROCEDURE, THE DEVICE JAMMED WHILE FIRING AND WAS UNABLE TO COMPLETE THE CUT. ADDITIONALLY, THE STAPLER WAS LOCKED ON TISSUE, AND WHEN IT WAS WITHDRAWN, THE TISSUE TORE ALONG THE CUT LINE. POOR STAPLE FORMATION AND BLEEDING WERE NOTED. SURGICAL TIME WAS EXTENDED DUE TO THE DEVICE ISSUE. A DIFFERENT RELOAD WAS USED TO RESOLVE THE ISSUE.

MalfunctionReceived 2026-06-30ENDO GIA · COVIDIEN

ACCORDING TO THE REPORTER, DURING A LAPAROSCOPIC GASTRECTOMY, FIRING COULD BE PERFORMED PARTWAY THROUGH BUT THEN STOPPED. A NEW RELOAD WAS USED TO RESOLVE THE ISSUE. THERE WAS NO PATIENT INJURY.

Why this matters for HFE teams

1 · Signal

Trend breaks and phrase clusters point to where users struggle — before your own study budget is spent.

2 · Hypothesis

Each recurring narrative pattern (“wrong size,” “failed to fire”) becomes a candidate use error for task analysis and PCA classification.

3 · Study design

Formative scenarios and IFU probes get grounded in documented field failures instead of conference-room guesses.

Limitations — read before drawing conclusions