K142887 · Cook Biotech Incorprated · FTM · Oct 1, 2015 · General, Plastic Surgery
Device Facts
Record ID
K142887
Device Name
SIS Inguinal Hernia Repair Graft
Applicant
Cook Biotech Incorprated
Product Code
FTM · General, Plastic Surgery
Decision Date
Oct 1, 2015
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 878.3300
Device Class
Class 2
Attributes
Therapeutic
Indications for Use
The SIS Inguinal Hernia Repair Graft is intended for implantation to reinforce soft tissues where weakness exists, including the repair of inguinal hernias. The graft is supplied sterile and is intended for one-time use.
Device Story
SIS Inguinal Hernia Repair Graft is a flat, bioabsorbable sheet derived from porcine Small Intestinal Submucosa (SIS); contains collagens I, III, IV, and VI. Used by surgeons in clinical settings for open, tensionless repair of inguinal hernias; implanted to reinforce soft tissue defects. Device provides mechanical support during healing; resorbs over time. Clinical outcomes include hernia recurrence rates and post-operative pain assessment compared to synthetic polypropylene mesh. Benefits include potential for reduced chronic pain compared to synthetic alternatives. Packaged in dried state, sterile, single-use.
Clinical Evidence
Clinical evidence includes 3 peer-reviewed studies (95 patients total). One US randomized trial (n=100) compared SIS graft to polypropylene (PP) mesh in Lichtenstein repair; 1-year recurrence: 6.7% (SIS) vs 0% (PP); 3-year recurrence: 15.6% (SIS) vs 4% (PP). Two OUS randomized trials showed 0% recurrence for SIS at 1 and 3 years. Studies indicate SIS graft is effective for tensionless repair, with some evidence of lower post-operative pain compared to PP mesh. Recurrence rates may be higher in obese patients (BMI >30).
Technological Characteristics
Material: Porcine Small Intestinal Submucosa (SIS) extracellular matrix containing collagens I, III, IV, VI. Form factor: Flat sheet, rectangular or pre-shaped (various sizes 6x10 cm to 13x18 cm). Thickness: 0.1-1.0 mm. Sterilization: Ethylene Oxide (EtO). Biocompatibility: ISO 10993-1 compliant. Mechanical properties: Suture retention, burst, and tensile strength tested.
Indications for Use
Indicated for reinforcement of soft tissues where weakness exists, specifically for the repair of inguinal hernias in patients requiring surgical intervention.
Regulatory Classification
Identification
Surgical mesh is a metallic or polymeric screen intended to be implanted to reinforce soft tissue or bone where weakness exists. Examples of surgical mesh are metallic and polymeric mesh for hernia repair, and acetabular and cement restrictor mesh used during orthopedic surgery.
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Image /page/0/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo consists of a circular border with the text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" around the top half. Inside the circle is an abstract symbol that resembles three human profiles facing right, stacked on top of each other. The symbol is black and has a stylized, flowing design.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Center - WO66-G609 Silver Spring, MD 20993-0002
October 1, 2015
Cook Biotech Incorporated Mr. Perry W. Guinn Vice President/Quality Assurance and Regulatory Affairs 1425 Innovation Place West Lafayette, Indiana 47906
Re: K142887
Trade/Device Name: SIS Inguinal Hernia Repair Graft Regulation Number: 21 CFR 878.3300 Regulation Name: Surgical mesh Regulatory Class: Class II Product Code: FTM Dated: September 10, 2015 Received: September 11, 2015
Dear Mr. Guinn:
We have reviewed your Section 510(k) premarket notification of intent to market the device referenced above and have determined the device is substantially equivalent (for the indications for use stated in the enclosure) to legally marketed predicate devices marketed in interstate commerce prior to May 28, 1976, the enactment date of the Medical Device Amendments, or to devices that have been reclassified in accordance with the provisions of the Federal Food, Drug, and Cosmetic Act (Act) that do not require approval of a premarket approval application (PMA). You may, therefore, market the device, subject to the general controls provisions of the Act. The general controls provisions of the Act include requirements for annual registration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration. Please note: CDRH does not evaluate information related to contract liability warranties. We remind you; however, that device labeling must be truthful and not misleading.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to additional controls. Existing major regulations affecting your device can be found in the Code of Federal Regulations, Title 21, Parts 800 to 898. In addition, FDA may publish further announcements concerning your device in the Federal Register.
Please be advised that FDA's issuance of a substantial equivalence determination does not mean that FDA has made a determination that your device complies with other requirements of the Act or any Federal statutes and regulations administered by other Federal agencies. You must comply with all the Act's requirements, including, but not limited to: registration and listing (21 CFR Part 807); labeling (21 CFR [SELECT ONE: Part 801 [or, for IVDs only] Parts 801 and
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809]); medical device reporting of medical device-related adverse events) (21 CFR 803); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801), please contact the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/Resourcesfor You/Industry/default.htm. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to
http://www.fda.gov/MedicalDevices/Safety/ReportaProblem/default.htm for the CDRH's Office of Surveillance and Biometrics/Division of Postmarket Surveillance.
You may obtain other general information on your responsibilities under the Act from the Division of Industry and Consumer Education at its toll-free number (800) 638-2041 or (301) 796-7100 or at its Internet address
http://www.fda.gov/MedicalDevices/ResourcesforYou/Industry/default.htm.
Sincerely yours,
# David Krause -S
- for Binita S. Ashar, M.D., M.B.A., F.A.C.S. Director Division of Surgical Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# 510(k) Summary
### Sep. 30, 2015
### Cook Biotech Incorporated
### SIS Inguinal Hernia Repair Graft
Manufacturer Name: Cook Biotech Incorporated 1425 Innovation Place West Lafayette, Indiana 47906 Telephone: +1 (765) 497-3355 FAX: +1 (765) 807-7709 Official Contact: Perry W. Guinn
# DEVICE NAME AND CLASSIFICATION:
| Trade/Proprietary Name: | SIS Inguinal Hernia Repair Graft |
|-----------------------------|----------------------------------|
| Common Name: | Surgical graft |
| Classification Regulations: | Class II, 21 CFR §878.3300 (FTM) |
### INTENDED USE:
The SIS Inguinal Hernia Repair Graft is intended for implantation to reinforce soft tissues where weakness exists, including the repair of inguinal hernias. The graft is supplied sterile and is intended for one-time use.
### DEVICE DESCRIPTION:
The SIS Inguinal Hernia Repair Graft is a flat sheet constructed of an animal sourced bioabsorbable, extracellular matrix collagen membrane derived from porcine Small Intestinal Submucosa, (SIS). It is intended for soft tissue repair with sizes and shapes appropriate for the repair of inguinal hernias. SIS Inguinal Hernia Repair Graft contains collagens I, III, IV and VI. The device is packaged in a dried state and supplied sterile in a sealed double pouch system.
### EQUIVALENCE TO MARKETED DEVICES:
The SIS Inguinal Hernia Repair Graft is similar with respect to intended use, materials and technological characteristics to its predicate devices in terms of section 510(k) Substantial Equivalence, as shown in pre-clinical (biocompatibility, conducted in accordance to ISO 10993-1 standards), mechanical, and clinical testing.
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## Biocompatibility Testing
The following biocompatibility tests were performed on sterilized SIS devices, which are identical in composition to the SIS Inguinal Hernia Repair Graft (according to the ISO 10993-1 standard):
- Genotoxicity
- Direct contact in vitro hemolysis
- Cytotoxicity ●
- Muscle implantation
- Acute intracutaneous reactivity
- ISO Sensitization
- Acute systemic toxicity
- . Pyrogenicity
- LAL endotoxins ●
- . Subchronic systemic toxicity
The results of these tests provide evidence that the SIS Inguinal Hernia Repair Graft meets the biocompatibility requirements of the ISO standard.
### Mechanical Testing
The SIS Inguinal Hernia Repair Graft material was tested for the following:
- Suture retention strength
- Burst strength ●
- . Tensile strength
The results of the mechanical tests provide evidence that the SIS Inguinal Hernia Repair Graft provides adequate mechanical strength for its application.
### Clinical Testing
The SIS Inguinal Hernia Repair Graft (also known as Surgisis Inguinal Hernia Matrix SIHM) was implanted in 95 patients in 3 separate clinical studies and the results were published in 3 peer reviewed articles. The results address the durability of repair with resorbable SIS Inguinal Hernia graft as used for open, tensionless repairs of inguinal hernias. One of the studies was a recent US randomized clinical trial comparing the use of SIS Inguinal Hernia Repair Graft (SIHRG) to polypropylene mesh (PP) using the Lichtenstein hernia repair procedure. This repair included bridging the defect. Results showed hernia recurrence rates of 6.7% (3/45 patients) and 0% (0/50 patients) at 1 year follow-up in the treatment (SIHRG) versus control groups. A difference in hernia recurrence rate was also seen at 3 years with 15.6% (7/45 patients) and 4.0% (2/50 patients) for the SIHRG and PP groups, respectively* . In addition, post-operative pain was assessed with a 1 year follow-up. Persistent pain trended higher in the PP group (6% vs. 4%). Authors of the U.S. study note that factors other than device performance could influence hernia recurrence outcomes, e.g., surgical approach, surgical experience, etc.
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Two OUS prospectively randomized clinical investigations were conducted comparing SIHRG to PP using the Lichtenstein Repair. These studies found no hernia recurrences for SIHRG-treated patients at 1 and 3 years, (0/15, 1 year)2 and 0% (0/35, 3 years) 3, respectively. Recurrence rates for the PP-treated group found hernia recurrences of 0% (0/15, 1 year)2 and 2.9% (1/35, 3 years) 3. Both studies found lower post-operative pain and discomfort in the SIHRG patients at 30 days 2. The reported differences regarding hernia recurrence between the OUS and US clinical investigations may be reflective of many factors, chief among these being the probable difference in surgical procedures.
In clinical studies in which SIHRG was used to repair an inguinal hernia, the mean BMI in patients undergoing inguinal herniorraphy was 26 kg/m². Recurrence rates may be higher in obese patients (BMI>30) when using SIHRG in a tensionless inguinal hernia repair. A synopsis of each study is presented in the following tables.
*Three year follow-up data not yet validated or published.
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| Number of centers | One center; Baltimore VA hospital; 7 investigators including 4 surgeons |
|-------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Number of patients | 100 male patients randomized in a 1:1 fashion to open<br>Lichtenstein repair of the test groups, Surgisis Inguinal<br>Hernia Matrix (SIHM) and control polypropylene mesh:<br>50:50 patients<br>Note: In SIHM group 5 patients were withdrawn prior to<br>surgery due to emergency surgery or traumatic event<br>resulting in 45:50 patients |
| Study inclusion/exclusion<br>criteria | Exclusion Criteria: life expectancy<3 years, ASA class IV<br>and V, bowel obstruction, strangulation, peritonitis, bowel<br>perforation, local or systemic infection, history of inguinal<br>hernia repair with mesh<br>Inclusion Criteria: 18 years of age or older, unilateral<br>hernia, able to provide informed consent. |
| Patient Age, BMI and Hernia<br>Types | All male patients<br>Mean Age: 64(24-85) SIHM and 59 (25-97) Polypropylene<br>BMI: 36(18-39) SIHM; 25(19-37) Polypropylene<br>Hernia type: Direct 20 (44% SIHM) 21(42%<br>Polypropylene)<br>Indirect 26(58% SIHM) 29 (58%<br>Polypropylene)<br>Sliding 24 (53% SIHM) 19 (38%<br>Polypropylene)<br>Non-sliding 26 (58% SIHM) 31 (62%<br>Polypropylene) |
| Operative procedure specifics -<br>anesthesia, duration of<br>procedure | Lichtenstein open repair<br>Anesthesia: Spinal: 4 (9% SIHM) 6 (12% Polypropylene)<br>General: 42 (93% SIHM) 44 (88%<br>Polypropylene)<br>Procedure time (Minutes):<br>134 (SIHM) 115 (Polypropylene) |
| Patient duration of follow-up<br>outcomes/adverse events | All patients were followed up for 12 months |
| | Recurrences: |
| | 3 hernia recurrences all in the SIHM group incidence<br>6.7% vs 0% in Polypropylene group |
| | All recurrences occurred in patients who originally had<br>direct inguinal hernias (recurrence rate in subset of<br>patients with direct hernias: 3/20 or 15% at 1 year) |
| | Unpublished 3 year data recurrence rates: 15.6%<br>(7/45) SIHM vs 4% (2/50) Polypropylene |
| | Post-operative pain: |
| | At 2 weeks : 9 (20% SIHM) vs 8 (16% Polypropylene) |
| | At 1 year : 2 (4% SIHM) vs 3 (6% Polypropylene) |
| | Adverse events: |
| | Hematoma: 6 (13% SIHM) vs 1 (2% Polypropylene) |
| | Incisional pain: 2 (4% SIHM) vs 4 (8% Polypropylene) |
| | Surgical site reaction : 3 (7% SIHM) vs 0 ( 0%<br>Polypropylene) |
| | Seroma : 5 (11% SIHM) vs 0 (0% Polypropylene) |
| | Neuralgia: 4 ( 9% SIHM) vs 6 ( 12% Polypropylene ) |
| | Infection: 0 ( 0% SIHM) vs 0 (0% Polypropylene) |
| | Testicular Problems: 5 (11% SIHM) vs 4 (8%<br>Polypropylene) |
| | Urinary retention: 6 (13% SIHM) vs 3 (6% Polypropylene) |
| | Spermatic cord injury: 0 (0% SIHM) vs 1 (2%<br>Polypropylene) |
| | *One death in SIHM group due to myocardial infarction. |
Table 1: Bochicchio GV, et al., Biologic vs Synthetic Inguinal Hernia Repair: 1-Year Results of a Randomized Double-Blinded Trial. J Am Coll Surg 2014; 218:751-759.
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Table 2: Ansaloni L, et al. Inguinal hernia repair with porcine small intestine submucosa: 3year follow-up results of a randomized controlled trial of Lichtenstein's repair with
| Number of centers | 1 OUS Center / 2 investigators |
|----------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Number of patients | 70 patients randomized to:<br>• Polypropylene<br>• Porcine small intestinal submucosa (Surgisis) |
| Study inclusion/exclusion criteria | Excluded patients with recurrent hernia, any condition<br>preventing a correct evaluation of pain, hypersensitivity to<br>drugs used in study, intraoperative findings of pathology<br>other than inguinal hernia |
| Patient Age, BMI and Hernia<br>Types | Mean age: 61.3 years for polypropylene (SD 17.7 years)<br>56.2 years for SIHM (SD 18.0 years)<br>Mean BMI: 26<br>Mix of direct and indirect inguinal hernias in each group |
| Operative procedure specifics -<br>anesthesia, duration of procedure | Operative time: SHIM 68.6 Minutes / PP 66.0 Minutes<br>Preoperative antibiotics<br>General or Spinal anesthesia (patient's choice/<br>anesthetist's preference) |
| Patient duration of follow-up<br>outcomes/adverse events | 36 month follow-up<br>• Hernia recurrence:<br>0% SIHM / 2.9% PP<br>• Chronic pain:<br>6 months 11% SIHM / 31% PP<br>12 months 8% SIHM / 23% PP<br>36 months 3% SIHM / 14% PP<br>• Surgical site occurrence at 1 week post-surgery:<br>Hematoma: 5.7% SIHM / 5.7% PP<br>Seroma: 5.7% SIHM / 17.1% PP |
polypropylene mesh versus Surgisis Inguinal Hernia Matrix. Am J Surg 2009; 198:303-312.
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| Number of centers | 1 OUS Center / 5 investigators |
|-------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Number of patients | 45 patients with unilateral primary inguinal hernia receiving Lichtenstein repair randomized to:<br>• Polypropylene<br>• Polyglactin and polypropylene<br>• Porcine small intestinal submucosa (Surgisis) |
| Study inclusion/exclusion criteria | Excluded patients with history of major surgery in lower abdomen other than cancer or immune deficiency |
| Patient Age, BMI and Hernia Types | Mean age 54 (range 26-74 years)<br>Mean BMI 26<br>Mix of direct and indirect inguinal hernias in each group |
| Operative procedure specifics - anesthesia, duration of procedure | Operative time for all patients 45 minutes (range 35-80 min)<br>Preoperative antibiotics<br>Local anesthesia |
| Patient duration of follow-up outcomes/adverse events | 12 mo (1-16 mo)<br>All patients received 3 month follow-up, using ultrasound U/S - no evidence of prosthesis in SIS group, prosthesis visible in other groups<br>• Polypropylene – early complications (< 30 days): 1 hematoma, 1 seroma, 1 delayed wound healing, 8 discomfort; late complication (> 30 days) 1 hyperesthesia; hernia recurrence 0<br>• Polyglactin and polypropylene – early complications: 2 hematoma, 1 prolonged pain, 1 sensory loss, 7 discomfort; long term: 1 hyperesthesia, 1 prolonged pain, 1 sensory loss, hernia recurrence 0<br>• Porcine small intestinal submucosa (Surgisis) – early: 1 seroma, 2 discomfort; late – none, hernia recurrence 0 |
Table 3: Puccio F, et al.. Comparison of three different mesh materials in tension-free hernia repair: Prolene versus Vypro versus Surgisis. Int Surg 2005:90:S21-S23.
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### Substantial Equivalence
See Table 4 for a comparison of the subject device and its predicates.
| Device | SIS Inguinal Hernia<br>Repair Graft | SurgiMend Collagen<br>Matrix | SIS Hernia Repair<br>Device |
|----------------|---------------------------------------------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|------------------------------------------------------------------------------------------------------------------------------------------------------|
| Manufacturer | Cook Biotech<br>Incorporated | TEI Biosciences Inc. | Cook Biotech<br>Incorporated |
| 510(k) Number | K142887 | K083898 | K062697 |
| Intended Use | For implantation to<br>reinforce soft tissues where<br>weakness exists, including<br>the repair of inguinal<br>hernias. | For implantation to<br>reinforce soft tissue<br>where weakness exists<br>and for the surgical repair<br>of damaged or ruptured<br>soft tissue membranes.<br>SurgiMend is specifically<br>indicated for: plastic and<br>reconstructive surgery,<br>muscle flap<br>reinforcement, hernia<br>repair including<br>abdominal, inguinal,<br>femoral, diaphragmatic,<br>scrotal, umbilical, and<br>incisional hernias. | For implantation to<br>reinforce soft tissues<br>where weakness exists.<br>Indications for use<br>include repair of a hernia<br>or body wall defect. |
| Product code | FTM | FTM | FTL |
| 21 CFR | 878.3300 | 878.3300 | 878.3300 |
| Material | Porcine small intestinal<br>submucosa (porcine)<br>Primarily Types I, III, IV<br>and VI collagen<br>(constituents of the<br>extracellular matrix) | Collagen based derived<br>from fetal bovine dermis | Porcine small intestinal<br>submucosa (porcine)<br>Primarily Types I, III, IV<br>and VI collagen<br>(constituents of the<br>extracellular matrix) |
| Dimensions | Rectangular or pre-<br>shaped<br>6 x 10 cm<br>8 x 15 cm<br>10 x 15 cm<br>12 x 15 cm<br>13 x 18 cm | 3 x 3 cm to 20 x 20 cm<br>square, 0.3 x 25 cm to 25<br>x 40 cm rectangle, 7 x 17<br>cm to 10 x 20 rectangle,<br>8 x 16 cm to 15 x 15 cm<br>semi-oval | 5 x 8 cm to 20 x 30 cm |
| Thickness | 0.1 - 1.0 mm | 0.5 to 4.4 mm | 0.1 - 1.5 mm |
| EtO Sterilized | Yes | Yes | Yes |
# Table 4 – Substantial Equivalence Comparison
### CONCLUSION:
The mechanical, pre-clinical, and clinical tests performed on the SIS Inguinal Hernia Repair Graft show that the device is substantially equivalent to its predicates.
# REFERENCES:
1.Bochicchio, GV, et al., J Am Coll Surg, 2014. 218(4): p. 751-7.
- 2.Puccio, F, et al., Int Surg, 2005. 90(3 Suppl): p. S21-3.
- 3.Ansaloni, L, et al., Am J Surg, 2009. 198(3): p. 303-12.
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1. Search: exact and fuzzy
Type a phrase like "coronary artery calcification" into the search box. You get two kinds of results. Exact results match the literal phrase — prefix searches work ("coronary artery calcificati") but suffix searches do not. Fuzzy results match on the meaning and intent of your phrase rather than the exact words, and are sorted by relevance score. Hover over the Exact or Fuzzy badge on any row to see exactly why it matched.
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You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
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Fuzzy results trail off in relevance as you scroll. Use three signals to decide how far down to go: the fuzzy badge explanations, the intended use column, and whether your target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, you're past the relevant zone. A top hit with a low score (~0.4) and a stretched explanation is a hint the closest predicates are far away — the project may be headed for De Novo. Note the fuzzy search is a pattern match: it doesn't handle negation ("not") well, and hardware devices can appear — filter by SaMD/AI ML to cut them.
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Select the rows, go to the Collections tab, and create a labeled collection (e.g., "Cobb Angle Project"). You can reload the selection anytime and carry it into the PDF viewer and other tabs that support selections.
7. Product codes and the regulations tree
Click a product code in the results to jump to it in the regulations tree — identification text, sibling product codes, and devices you can open in a PDF viewer on the right. Click a regulation number to see its identification, special controls, and related product codes. You can also search by product code or regulation number at the top of the tree. Always read the special controls if any exist for your device — it broadens your search and sharpens pre-kickoff research.
What can you do from the regulations tree view?
Browse product codes and regulation numbers, read the identification text and special controls, browse sibling product codes, open device PDFs on the right, and search by product code or regulation number at the top of the tree.
8. Chart view
Click Show Chart and segment by regulation number (or product code) to see which regulations dominate your result set. Clicking a regulation takes you into the regulations tree. Great for spotting that most matches are, say, hardware laparoscopic devices — a cue to go back and filter.
How do you see which regulations dominate a search result set?
Click "Show Chart" and segment by Regulation Number. Clicking a regulation takes you to the regulations tree.
9. The predicate graph
Open the Predicates tab for a family-tree view of predicate relationships. Click a node to trace its parents and children; selections from search carry over pre-selected. Commonly predicated devices are worth reading — a lot of people predicated them for a reason. The visual lineage is also handy on client calls, e.g. to show how a predicate family evolved and justify why your predicate still holds.
In the predicate graph, why are commonly predicated devices worth reading?
A lot of people predicated them for a reason. Clicking a node traces parents and children, and selections from search carry over pre-selected.
10. Embeddings: the galaxy map
The Embeddings tab plots every matching document in a 2-D "galaxy map" where semantically similar devices cluster together. Hover or click clusters to explore, and let AI label the clusters for you. Embeddings beat product codes for grouping: two devices can carry different product codes (LLZ vs. QIH) yet do the same thing — the embedding captures the meaning of the intended use and device story. This is also exactly how retrieval-augmented generation (RAG) works under the hood, and it makes a great visual on client calls.
Try it yourself
Head to the search page and work through a few of these AI/ML fuzzy searches to build intuition: perivascular fat on CT · aortic valve calcification opportunistic screening on noncontrast CT · breast cancer prediction on digital pathology slides · autism detection · gestational age prediction · a hearing aid that can also detect a pulse · foundation model based analysis of ECG · large language models · penetration test. Watch how the relevance scores, intended use, and AI Performance tables tell you when results stop being meaningful.