The Dideco D903 Avant Hollow Fiber Oxygenator is intended for use in adults who undergo cardiopulmonary bypass surgery requiring extracorporeal circulation . It provides oxygenation and carbon dioxide removal from venous blood. The integrated heat exchanger provides blood temperature control and allows the use of hypothermia or aids in the maintenance of normothermia during surgery. The venous reservoir with cardiotomy filter is intended to collect blood aspirated from the operating field during surgical procedures and the blood from patients' veins during normal operation to assure the proper oxygenation capability of the device. The D903 Avant is intended to be used for six hours or less.
Device Story
D903 Avant is an integrated hollow fiber membrane oxygenator with a heat exchanger and hardshell cardiotomy/venous reservoir. Used in extracorporeal bypass circuits during adult cardiac surgery; operated by perfusionists. Input: venous blood from patient and suctioned blood from surgical field. Operation: blood flows through heat exchanger (stainless steel) for temperature control, then through hollow fiber bundle (microporous polypropylene) where gas exchange occurs via diffusion; oxygen/CO2 transfer regulated by gas flow/concentration. Output: oxygenated blood returned to patient. Features include arterial/venous temperature monitoring sites and self-purging sampling system. Benefits: provides gas exchange and temperature regulation during surgery; integrated reservoir design allows for collection and filtration of suctioned blood, reducing fluid loss.
Clinical Evidence
Clinical study conducted on 10 patients undergoing CPB. Primary endpoints included arterial/venous PO2, PCO2, pH, and hematological markers (plasma free hemoglobin, platelets, RBCs, WBCs). Results showed satisfactory gas exchange (average arterial PO2 324.1 mmHg) and hematological parameters consistent with normal CPB levels. No statistically significant differences in hemolysis or cell depletion compared to predicate. Bench testing included gas transfer, pressure drop, filtration efficiency (ANSI/AAMI BF7-1982), and mechanical integrity.
Technological Characteristics
Hollow fiber membrane oxygenator; materials: polycarbonate housing, microporous polypropylene fibers, polyurethane encapsulation, stainless steel heat exchanger. Dimensions: 1.6 m² or 2.0 m² gas exchange surface. Connectivity: YSI 400 series compatible temperature probe sites. Sterilization: sterile. Energy: passive gas exchange/heat exchange via circulating water. Software: none.
Indications for Use
Indicated for adult patients undergoing cardiopulmonary bypass surgery requiring extracorporeal circulation for a duration of six hours or less.
Regulatory Classification
Identification
A compressible limb sleeve is a device that is used to prevent pooling of blood in a limb by inflating periodically a sleeve around the limb.
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K980600
AUG 1 2 1998
# 510(k) Summary Dideco S.p.A. D903 Avant Hollow Fiber Oxygenator
#### 1. SUBMITTER
Dideco S.p.A. 86. Via Statale 12 Nord 41037 Mirañdola (MO) Italy
Contact Person: Mr. Marco Mantovani Quality Director 011 535 29 811 Telephone: 011 535 25 229 Facsimile:
Date Summary Prepared: February 13, 1998
#### NAME OF DEVICE 2.
Trade Name: D903 Avant Hollow fiber oxygenator Common Name:
#### 3. DEVICE CLASSIFICATION
Cardiopulmonary bypass oxygenator 21 CFR 870.4350 Class III: 21 CFR 870.4230 Cardiopulmonary bypass defoamer Class III: Cardiopulmonary bypass blood reservoir 21 CFR 870.4400 Class II:
#### DEVICE INTENDED USE AND DESCRIPTION 4.
The D903 Avant is intended for use in an extracorporeal bypass circuit. The device provides oxygenation and removal of carbon dioxide from venous or suctioned blood. The integral heat exchanger provides blood temperature control, allows for use of hypothermia, or aids in the maintenance of normothermia during surgery. The venous reservoir with cardiotomy filter is intended to collect the blood aspirated from the operating field during surgical procedures and the blood
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from patients' veins during normal operation, to always assure the proper oxygenation capability of the device.
The Dideco D903 Avant membrane oxygenator is a high efficiency membrane oxygenator of hollow fiber design with an integral heat exchanger and an attached hardshell cardiotomy/venous reservoir. The device will be available both as an integrated device and as separate devices; a single sterile oxygenator module and the venous/cardiotomy reservoir.
The fiber bundle within the oxygenator consists of a polycarbonate core wound with microporous polypropylene hollow fibers. The core is encapsulated on both ends with polyurethane and contained within a polycarbonate housing.
Two versions of the oxygenator will be offered in two configurations having different affective gas exchange surface. The first has an effective gas exchange surface of 1.6 m², while the latter has an effective gas exchange surface of 2.0 m².
The integral heat exchanger is comprised of a grooved and plated stainless steel sheet. The hardshell cardiotomy/venous reservoir of the integrated version is attached to the top of the oxygenator by means of a molded fitted joint and is comprised of a rigid polycarbonate housing with an internal support. The filtering system surrounds the internal support. Suctioned blood enters the cardiotomy section by two rotatable turrets equipped with %" and 1/2" connectors. The blood enters the reservoir by gravity drainage from the cardiotomy, through the venous inlet placed in the bottom of the reservoir or by means of a recirculation line (allowing oxygenated blood to be recirculated and purged back to the reservoir).
A self-purging four-way stopcock located beside the oxygenation module of the D903 Avant allows for arterial and venous blood sampling. The blood sampling system consists of three coiled PVC tubes connected to a four-way stopcock. The tubes allow for either sampling or purging of arterial and venous blood or delivery of drugs into the venous line.
The D903 Avant includes arterial and venous temperature probe sites for monitoring of blood temperature. A holder is available for use with the oxygenator. The holder is comprised of a stainless steel rotating arm secured to the IV pole by means of a knob. This allows for independent rotation of the device. On the bottom of the holder are two integrated Hansen water connectors securing the Oxygenator in a locked position.
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Venous blood flows into the hardshell venous reservoir where the air is constantly evacuated through the integrated filter. The blood volume into the reservoir is monitored by a graduation on the hardshell. The suctioned blood flows into the cardiotomy reservoir mechanically separated from the venous reservoir. The separate cardiotomy section of the Avant allows the suctioned blood from the operating field to spontaneously debubble before it enters into the venous reservoir section.
Blood is pumped out of the venous reservoir through tubing in a pump head and pumped into the bottom of the heat exchanger (blood side) of the oxygenator module. The blood then flows in an upward direction through the stainless steel heat exchanger, where the blood temperature is easily controlled by adjusting the temperature of the circulating water. After the rewarming or cooling, venous blood flows from the inside of the hollow fiber bundle in a downward direction and towards the outside of the bundle core. The oxygenated blood exits the bundle core through the arterial outlet. Gas flows through the interior of the hollow fiber s and blood flows over the exterior. Gas exchange occurs with blood flow outside the polypropylene hollow fibers. As the gas and the blood flow in opposite directions, oxygen and carbon dioxide will diffuse across the membrane. By regulating the concentration of oxygen and controlling the gas flow, the amount of oxygen and carbon dioxide transfer can be controlled.
#### ನೆ. SUBSTANTIAL EQUIVALENCE
The D903 Avant is substantially equivalent to the following currently marketed integrated oxygenators/reservoirs in commercial distribution (cleared on 5/11/93 -510(k) K922933):
| Device Name | Device Designation | Manufacturer |
|-------------|--------------------|-----------------------------------------------------------------------------------------------------|
| MONOLYTH | MONOLYTH | Sorin Biomedical Inc.<br>17600 Gillette Avenue<br>P.O. Box 19503<br>Irvine, CA 92713-9503<br>U.S.A. |
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The claim of substantial equivalence is based on the following criteria:
The D903 Avant is an adult Hollow Fiber Oxygenator with integral hardshell venous reservoir and heat exchanger, like the predicate device. The basic function of all integrated reservoir oxygenators is the same. That is, a combination bloodgas exchange device with a separate reservoir section. Blood is drawn from the venous reservoir and pushed through the heat exchanger and gas modules via an external pump. This flow is referred to as 'post-pump' and is the same for both D903 Avant and Monolyth.
The operating principles and control mechanisms are exactly the same for both the D903 Avant and the Monolyth. The gas exchange module of both devices is comprised of microporous polypropylene fibers with blood flow around the outside of the fibers and oxygen flows within the bundle of the fibers. The D903 Avant utilizes the same fiber material type and blood flow path as the Monolyth and both the oxygenators contain an integrated heat exchanger comprised of corrugated stainless steel sheet.
The indications for use are the same for both D903 Avant and Monolyth. Both devices are intended for the adult population who undergo cardiopulmonary bypass surgery requiring extracorporeal circulation.
The same probes are used for all devices. A bayonet fitting blood temperature port is placed in both the arterial and venous lines. Temperature probe sites are compatible with YSI 400 series monitoring systems.
#### TESTING SUMMARY 6.
In vitro studies of the Dideco D903 Avant Membrane Oxygenator were performed by Dideco to evaluate the performance characteristics and mechanical integrity of the D903 Avant oxygenator. Product testing included gas transfer, operating and residual volumes, blood-side pressure drop, gas-side pressure drop, hemolysis/cell changes, mechanical integrity, filtration and defoaming efficiency, reservoir venous inlet flow capacity and backpressure, breakthrough time and volume, filter pressurization and residual volumes. The Dideco in vitro protocols used were based on the proposed 1991 AAMI-ISO Draft Standard for blood-gas oxygenators, where applicable.
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Clinical studies were also performed on a total of ten patients using the Avant D903 Hollow Fiber Oxygenator. Satisfactory arterial and venous PO2, PCO2, and pH were reported during CPB for all study patients. The blood flow rates ranged from 2.9 1/min to 5 1/min. The gas flow rates during CPB ranged from 1.8 1/min to 4.0 1/min with an average of 2.72 l/min at all time points.
Gas composition (FiO2) ranged between 35 and 100% and averaged 60%. Venous pO2 ranged from 32.3 to 66.9 with the average being 43 for all time points. Arterial pO2 was adequately maintained throughout the procedure ranging from 111 to 657 mmHg. The average arterial pO2 was 324.1 mmHg.
Hematological data were collected for evaluation of blood trauma. Increases of plasma free hemoglobin and changes of formed elements such as platelets, Overall general results showed that the average plasma free hemoglobin was about 40.6 mg/dl at the end of cardiopulmonary bypass. Platelet concentration followed normal cardiopulmonary bypass levels, decreasing during surgery and increasing post-operatively. A similar pattern was demonstrated for red blood cells which decreased on average to about 20% to 30% below normal at 60 minutes into the procedure and then rebounded back to about 75% of normal at 72 hours post-bypass. The white blood cell count dropped during surgery and then rebounded back up to normal or slightly greater than normal values.
## Test Results and Conclusions
| Test Results | Conclusions |
|--------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Oxygen transfer | The oxygen transfer rates were evaluated at blood flow<br>rates of 4, 6 and 8 LPM. The results compare favorably<br>with the predicate device. |
| Carbon Dioxide<br>Transfer | The carbon dioxide transfer rates were evaluated at blood<br>flow rates of 4, 6, and 8 LPM. The results are similar to<br>the predicate device. |
| Test Results | Conclusions |
| Operating Blood<br>Volumes | The operating blood volumes for the D903 Avant,<br>including static prime, post-use recovered and retained<br>volume were evaluated. Results compares favorably to the<br>predicate device. The D903 Avant has a reduced retained<br>volume respect the predicate device, a lower priming<br>volume is desirable in that it results in less haemodilution<br>to the patient and decreased risk of donor transmitted<br>disease. |
| Blood Side Pressure<br>Drop | The blood path pressure drop data were recorded during<br>gas transfer testing at T=0 hours and T=6 hours. The<br>results indicated no significant change in blood path<br>pressure drop. |
| Heat Exchange Study | Heat exchange performance compares favorably to other<br>oxygenators on the market. |
| Hemolysis/Cell<br>Depletion | The hemolysis and cell change results were characterized<br>by comparing the D903 Avant to the predicate device for<br>plasma hemoglobin, index of hemolysis, white blood cell<br>counts/percent depletion, red blood cell counts/percent<br>depletion and platelet counts/percent depletion. There<br>were no statistically significant differences ( $p>0.05$ ) in<br>cell depletion and haemolytic characteristics between the<br>D903 Avant and the predicate device. |
| Mechanical Integrity<br>Study | There were no signs of leakage or pressure decay<br>throughout the test periods for either the blood path or the<br>heat exchanger water path. |
| Breakthrough Time<br>and Volume | Time and volumes of blood required to breakthrough the<br>cardiotomy screen of the D903 Avant cardiotomy reservoir<br>at 1 LPM were carried out. The results were compared to<br>data obtained for the Monolyth reservoir. There were<br>statistically significant differences ( $p<0.05$ ) both time and<br>volume requested to breakthrough the cardiotomy screen,<br>the D903 Avant showed a lower apparition time and<br>volume than the predicate device. A reduced breakthrough<br>time and volume is desirable as it results in lower fluid<br>losses during priming and perfusion phases. |
| Test Results | Conclusions |
| Filter Pressurization<br>and Residual Volumes | The filter pressurization and residual volume characteristics<br>of the D903 Avant cardiotomy reservoir were evaluated.<br>The results were compared to data obtained for the<br>Monolyth reservoir. The results of this study indicate that<br>the filter pressurization and residual volume of the D903<br>Avant are comparable to the Monolyth's one. |
| Filtration Efficiency | The filtration efficiency characteristics of the D903 Avant<br>cardiotomy reservoir was evaluated. The results were<br>compared to data obtained for the Monolyth reservoir. The<br>results of this study indicate that the filtration efficiency of<br>both devices satisfy the requirements of ANSI/AAMI BF7 -<br>1982 (80% particles removal at 40 microns). |
| Reservoir Venous Inlet<br>Flow Capacity and<br>Venous Backpressure | The amount of flow attained by the venous inlet of the unit<br>while maintaining 2 litres reservoir volume at various head<br>heights above the reservoir inlets and the pressure exerted<br>in the venous return line of the D903 Avant cardiotomy<br>reservoir were evaluated. The results were compared to<br>data obtained fro the Monolyth reservoir. The results of<br>this study indicate that the venous inlet flow capacity and<br>backpressure of the D903 Avant are comparable to the<br>Monolyth's one. |
| Conclusions | Based on the above information and the clinical studies,<br>Dideco S.p.A. concludes that the D903 Avant demonstrates<br>equivalence to other legally marketed devices. |
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Image /page/7/Picture/2 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo features a stylized image of three human profiles facing to the right, stacked on top of each other. The profiles are black and have a minimalist design. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES • USA" is arranged in a circular pattern around the image.
### AUG 1 2 1998
DIDECO S.P.A. c/o Ms. Mary McNamara-Cullinane Staff Consultant Medical Device Consultants, Inc. 49 Plain Street North Attleboro, MA 02760
Re : K980600 Dideco D903 Avant Hollow Fiber Oxygenator Requlatory Class: II Product Code: JOW Dated: May 13, 1998 Received: May 14, 1998
Dear Ms. McNamara-Cullinane:
We have reviewed your Section 510(k) notification of intent to market the device referenced above and we 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). 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 reqistration, listing of devices, good manufacturing practice, labeling, and prohibitions against misbranding and adulteration.
If your device is classified (see above) into either class II (Special Controls) or class III (Premarket Approval), it may be subject to such additional controls. Existing major requlations affecting your device can be found in the Code of Federal Requlations, Title 21, Parts 800 to 895. A substantially equivalent determination assumes compliance with the Current Good Manufacturing Practice requirements, as set forth in the Quality System Regulation (QS) for Medical Devices: General requlation (21 CFR Part 820) and that, through periodic QS inspections, the Food and Drug Administration (FDA) will verify such assumptions. Failure to comply with the GMP regulation may result in regulatory action. In addition, FDA may publish further announcements concerning your device in the Federal Register. Please note: this response to your premarket notification submission does not affect any obligation you might have under sections 531 through 542 of the Act for devices under the Electronic Product Radiation Control provisions, or other Federal laws or regulations.
Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
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### Page 2 - Ms. Mary McNamara-Cullinane
This letter will allow you to begin marketing your device as described in your 510(k) premarket notification. The FDA finding of substantial equivalence of your device to a legally marketed predicate device results in a classification for your device and thus, permits your device to proceed to the market.
If you desire specific advice for your device on our labeling regulation (21 CFR Part 801 and additionally 809.10 for in vitro diagnostic devices), please contact the Office of Compliance at (301) 594-4648. Additionally, for questions on the promotion and advertising of your device, please contact the Office of Compliance at (301) 594-4639. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR 807.97). Other general information on your responsibilities under the Act may be obtained from the Division of Small Manufacturers Assistance at its toll-free number (800) 638-2041 or (301) 443-6597 or at its internet address "http://www.fda.qov/cdrh/dsma/dsmamain.html."
Sincerely yours,
Thomas J. Callahan
Thomas J. Callahan, Ph.D. Director Division of Cardiovascular, Respiratory, and Neurological Devices Office of Device Evaluation Center for Devices and Radioloqical Health
Enclosure
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510(k) Number (if known): K980600
Device Name: Dideco D903 Avant Hollow Fiber Oxygenator
Indications For Use:
The Dideco D903 Avant Hollow Fiber Oxygenator is intended for use in adults who undergo cardiopulmonary bypass surgery requiring extracorporeal circulation . It provides oxygenation and carbon dioxide removal from venous blood. The integrated heat exchanger provides blood temperature control and allows the use of hypothermia or aids in the maintenance of normothermia during surgery. The venous reservoir with cardiotomy filter is intended to collect blood aspirated from the operating field during surgical procedures and the blood from patients' veins during normal operation to assure the proper oxygenation capability of the device. The D903 Avant is intended to be used for six hours or less.
(PLEASE DO NOT WRITE BELOW THIS LINE - CONTINUE ON ANOTHER PAGE IF NECESSARY)
Concurrence of CDRH, Office of Device Evaluation (ODE)
Bote L. Ruyzerle
Division Sign Off
Division Sign-Off) Division of Cardiovascular, Respiratory, and Neurological Devices
510(k) Number_________________________________________________________________________________________________________________________________________________________________
Two short videos show you everything — or skip straight to the written tutorial if you'd rather read. You can reopen this any time from the Tutorial button in the top bar.
Part 1 — Search, results, and everyday workflows 16 min
Part 2 — Embeddings: the galaxy map 3 min
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.
Use the checkboxes above the results to narrow: SaMD keeps only software-only devices, AI / ML keeps only devices with AI.
Exact vs. fuzzy search: what's the difference?
Exact matches on the literal phrase (prefix search works, suffix does not). Fuzzy matches on the meaning and intent of the phrase rather than the exact words. Hover over the badge on any row to see why it matched.
You search "coronary artery calcification" and want only software devices with AI. What two filters do you apply?
Narrow by SaMD (software-only devices), then narrow by AI/ML (devices with AI).
2. The results table
Scroll right in the results table. The intended use is extracted for you — no need to open the PDF. The device story gives a high-level snapshot of what the device does and how it's used. The AI Performance sub-table shows each output name, acceptance criteria, observed values, and development/test dataset descriptions — the same format Innolitics uses for regulatory strategy outputs, and the fastest high-level fingerprint of an AI device. It is AI-generated but has been very reliable in practice.
Where do you find a device's intended use without opening the PDF?
Scroll right in the search results table. The intended use column is extracted for you; no need to dig into the 510(k) summary PDF.
What does the AI Performance sub-table show, and why is it useful?
Output name, acceptance criteria, observed values, development dataset description, and test dataset description. It's the same format we use for regulatory strategy output and Fast 510(k) input, and the fastest high-level fingerprint of an AI device. AI-generated but reliable in practice.
3. Judging fuzzy relevance
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.
How do you judge how far down fuzzy search results to go?
Use the relevancy signals: the fuzzy badge explanations, the intended use column, and whether the target output (e.g., Cobb angle) still appears in the AI Performance sub-table. Once it stops appearing, results are trailing off in relevancy.
4. Device detail page: chat and citations
Click a device name to open its detail page: device facts on the left, a chat window on the right. Ask something like "Describe the training data". The answer carries little citation bubbles — click one to jump to the highlighted passage in the source PDF, so you can verify every AI answer against the document. There's also a Download PDF button for sharing.
How do you verify an AI chat answer on the device detail page?
Click the citation bubbles to jump to the relevant highlight in the source document.
Reading rule for every project: how many summaries do you read in full?
At least the three most relevant 510(k) or De Novo summaries, in full. After that, use targeted chat questions to confirm your memory quickly. The tool supports this professional habit — it doesn't replace it.
5. Side-by-side comparison
Select multiple rows in the results table (aim for under ~10), then open the PDF Viewer tab. Ask one question — it goes to all selected devices in parallel, each with citations. This is the fastest way to compare and contrast devices: training data, PCCP scope, how they handled adding new scanners, and so on.
What does the side-by-side PDF viewer mode do?
Select multiple devices, open the PDF viewer tab, and ask one question (e.g., "Describe the training data"). It queries all selected devices simultaneously with citations, so you can compare and contrast quickly.
6. Collections
With rows selected, go to the Collections tab and create a labeled collection (e.g., "Cobb Angle Project"). Reload that selection any time — before a client call, pull up the collection and ask questions across all of its devices at once.
How do you save a set of selected devices for later use?
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.