The subject device is intended for use by a physician to help introduce and position catheters or other interventional devices within the neuro and peripheral vasculature.
Device Story
Aristotle 65 Macrowire is 0.063" steerable guidewire; pre-shaped tip; 200 cm and 300 cm lengths. Input: manual manipulation by physician in neuro/peripheral vasculature. Transformation: provides trackability and support for catheter delivery; radiopaque platinum marker coil at distal tip enables fluoroscopic visualization; hydrophilic distal coating and PTFE proximal coating reduce friction. Output: physical positioning of interventional devices. Used in clinical settings (e.g., neuro/peripheral procedures); operated by physicians. Benefits: facilitates access to tortuous anatomy; aids in catheter placement. Accessories include guidewire introducer and torque device for manual manipulation.
Clinical Evidence
No clinical testing performed. Evidence consists of bench performance testing (visual inspection, tensile, kink resistance, torque, tip flexibility, coating integrity, particulate, corrosion, simulated use, radiopacity) and two comparative GLP porcine studies (subacute and chronic) evaluating usability, trackability, thrombogenicity, and catheter delivery. Histopathology and angiographic evaluations showed no significant vascular injury or adverse findings compared to predicate.
Indicated for general vascular use within the neuro and peripheral vasculatures to introduce and position catheters and other interventional devices. Not intended for use in the coronary vasculature.
Regulatory Classification
Identification
A catheter guide wire is a coiled wire that is designed to fit inside a percutaneous catheter for the purpose of directing the catheter through a blood vessel.
Special Controls
*Classification.* Class II (special controls). The device, when it is a torque device that is manually operated, non-patient contacting, and intended to manipulate non-cerebral vascular guide wires, is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 870.9.
{0}
FDA U.S. FOOD & DRUG ADMINISTRATION
September 16, 2026
Scientia Vascular, Inc.
Bailey Johannsen
Regulatory Affairs Specialist
2460 South 3270 West
West Valley City, Utah 84119
Re: K254181
Trade/Device Name: Aristotle 65 Macrowire
Regulation Number: 21 CFR 870.1330
Regulation Name: Catheter Guide Wire
Regulatory Class: Class II
Product Code: MOF, DQX
Dated: August 13, 2026
Received: August 14, 2026
Dear Bailey Johannsen:
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 (the 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. Although this letter refers to your product as a device, please be aware that some cleared products may instead be combination products. The 510(k) Premarket Notification Database available at https://www.accessdata.fda.gov/scripts/cdrh/cfdocs/cfpmn/pmn.cfm identifies combination product submissions. 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.
U.S. Food & Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993
www.fda.gov
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K254181 - Bailey Johannsen
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Additional information about changes that may require a new premarket notification are provided in the FDA guidance documents entitled "Deciding When to Submit a 510(k) for a Change to an Existing Device" (https://www.fda.gov/media/99812/download) and "Deciding When to Submit a 510(k) for a Software Change to an Existing Device" (https://www.fda.gov/media/99785/download).
Your device is also subject to, among other requirements, the Quality Management System Regulation (QMSR) (21 CFR Part 820), which includes, but is not limited to, ISO 13485 clause 7.3 (Design controls), ISO 13485 clause 8.3 (Nonconforming product), ISO 13485 clause 8.5.2 (Corrective action), and ISO 13485 clause 8.5.3 (Preventative action). Please note that regardless of whether a change requires premarket review, the QMSR requires device manufacturers to review and approve changes to device design and production (ISO 13485 clause 7.3 and ISO 13485 clause 7.5) and document changes and approvals in the Medical Device File (ISO 13485 clause 4.2.3).
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 Part 801); medical device reporting (reporting of medical device-related adverse events) (21 CFR Part 803) for devices or postmarketing safety reporting (21 CFR Part 4, Subpart B) for combination products (see https://www.fda.gov/combination-products/guidance-regulatory-information/postmarketing-safety-reporting-combination-products); good manufacturing practice requirements as set forth in the Quality Management System Regulation (QMSR) (21 CFR Part 820) for devices or current good manufacturing practices (21 CFR Part 4, Subpart A) for combination products; and, if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR Parts 1000-1050.
All medical devices, including Class I and unclassified devices and combination product device constituent parts are required to be in compliance with the final Unique Device Identification System rule ("UDI Rule"). The UDI Rule requires, among other things, that a device bear a unique device identifier (UDI) on its label and package (21 CFR 801.20(a)) unless an exception or alternative applies (21 CFR 801.20(b)) and that the dates on the device label be formatted in accordance with 21 CFR 801.18. The UDI Rule (21 CFR 830.300(a) and 830.320(b)) also requires that certain information be submitted to the Global Unique Device Identification Database (GUDID) (21 CFR Part 830 Subpart E). For additional information on these requirements, please see the UDI System webpage at https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance/unique-device-identification-system-udi-system.
Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21 CFR 807.97). For questions regarding the reporting of adverse events under the MDR regulation (21 CFR Part 803), please go to https://www.fda.gov/medical-devices/medical-device-safety/medical-device-reporting-mdr-how-report-medical-device-problems.
For comprehensive regulatory information about medical devices and radiation-emitting products, including information about labeling regulations, please see Device Advice (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-assistance) and CDRH Learn (https://www.fda.gov/training-and-continuing-education/cdrh-learn). Additionally, you may contact the Division of Industry and Consumer Education (DICE) to ask a question about a specific regulatory topic. See the DICE website (https://www.fda.gov/medical-devices/device-advice-comprehensive-regulatory-
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K254181 - Bailey Johannsen
Page 3
assistance/contact-us-division-industry-and-consumer-education-dice) for more information or contact DICE by email (DICE@fda.hhs.gov) or phone (1-800-638-2041 or 301-796-7100).
Sincerely,
NAIRA MURADYAN -S
Naira Muradyan, PhD
Assistant Director
DHT5A: Division of Neurosurgical,
Neurointerventional, and
Neurodiagnostic Devices
OHT5: Office of Neurological and
Physical Medicine Devices
Office of Product Evaluation and Quality
Center for Devices and Radiological Health
Enclosure
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| Indications for Use | | |
| --- | --- | --- |
| Please type in the marketing application/submission number, if it is known. This textbox will be left blank for original applications/submissions. | K254181 | ? |
| Please provide the device trade name(s). | | ? |
| Aristotle 65 Macrowire | | |
| Please provide your Indications for Use below. | | ? |
| The Aristotle 65 Macrowire is intended for general vascular use within the neuro and peripheral vasculatures to introduce and position catheters and other interventional devices. The guidewire is not intended for use in the coronary vasculature. | | |
| Please select the types of uses (select one or both, as applicable). | ☑ Prescription Use (Part 21 CFR 801 Subpart D) ☐ Over-The-Counter Use (21 CFR 801 Subpart C) | ? |
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Scientia Vascular, Inc.
K254181

## K254181 510(k) SUMMARY
510(k) Sponsor: Scientia Vascular, Inc.
2460 South 3270 West
West Valley City, UT 84119
Tel (888) 385-9016
Contact Person(s): Bailey Johannsen
Regulatory Affairs Specialist
Tel: (888) 385-9016
E-mail: regulatory@scientiavascular.com
Date Prepared: September 14, 2026
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Scientia Vascular, Inc.
K254181
Table 1. Subject Device Information
| Trade Name: | Aristotle 65 Macrowire |
| --- | --- |
| Common Name: | Guidewire |
| Classification Name: | Catheter Guide Wire per 21 CFR 870.1330 |
| Primary Product Code: | MOF |
| Subsequent Product Code: | DQX |
| Predicate Device: | Aristotle Colossus Guidewire (K222437) |
## DEVICE DESCRIPTION
Scientia Vascular's Aristotle 65 Macrowire is a 0.063" steerable guidewire with a pre-shaped tip to aid in accessing the neuro and peripheral vasculatures. The device is supplied sterile, for single use only, in 200 cm and 300 cm lengths.
The distal portion of the device's tip includes a radiopaque platinum wire marker coil to facilitate fluoroscopic visualization. The device has a hydrophilic polymer coating on the distal portion and a polytetrafluoroethylene (PTFE) coating on the proximal portion to reduce friction during manipulation in vessels.
The device is provided with two (2) accessories consisting of a guidewire introducer (to aid with the insertion of the device into a catheter hub and/or a hemostasis valve) and a torque device (to attach to the proximal portion of the device to facilitate gripping and manipulation of the guidewire during use). These accessories are included to facilitate use of the device and are not intended to contact the patient's body.
## INDICATIONS FOR USE
The Aristotle 65 Macrowire is intended for general vascular use within the neuro and peripheral vasculatures to introduce and position catheters and other interventional devices. The guidewire is not intended for use in the coronary vasculature.
## INTENDED USE
The subject device is intended for use by a physician to help introduce and position catheters or other interventional devices within the neuro and peripheral vasculature.
## COMPARISON OF TECHNOLOGICAL CHARACTERISTICS
The subject device is substantially equivalent to the predicate device and has the same or similar
- Indications for use
- Materials
- Technological characteristics
- Packaging and sterilization of devices
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K254181
Table 2 provides details on the technological characteristics of the subject device compared to the predicate device.
Table 2. Technological Characteristics Comparison
| Characteristic | Subject Device Aristotle 65 Macrowire (K254181) | Predicate Device Aristotle Colossus Guidewire (K222437) |
| --- | --- | --- |
| Indications for Use | The Aristotle 65 Macrowire is intended for general vascular use within the neuro and peripheral vasculatures to introduce and position catheters and other interventional devices. The guidewire is not intended for use in the coronary vasculature. | The Aristotle Colossus Guidewire is intended for general vascular use within the neuro and peripheral vasculatures to introduce and position catheters and other interventional devices. The guidewire is not intended for use in the coronary vasculature. |
| Anatomical Location | Neuro and peripheral vasculature | Neuro and peripheral vasculature |
| Dimensions | Diameter: 0.063" (1.60mm) | Diameter: 0.035" (0.88mm) |
| | Length: 200cm - 300cm | Length: 150cm - 300cm |
| Core Wire | Stainless-steel | Stainless-steel |
| Distal Tip | Length: 35cm Material: Nitinol | Length: 35cm Material: Nitinol |
| Tip Shape | Pre-shaped Tip | Straight, Shapeable |
| Stiffness Profiles | Standard | Standard |
| Distal Coating | Hydrophilic | Hydrophilic |
| Proximal Coating | PTFE | PTFE |
| Radiopaque Marker | 1 radiopaque marker at distal tip | 1 radiopaque marker at distal tip |
| Centering Coil(s) | Stainless-steel | Stainless-steel |
| Centering Washer | Stainless-steel | Stainless-steel |
| Introducer (Accessory) | Provided with each guidewire | Provided with each guidewire |
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Scientia Vascular, Inc.
K254181
| Characteristic | Subject Device Aristotle 65 Macrowire (K254181) | Predicate Device Aristotle Colossus Guidewire (K222437) |
| --- | --- | --- |
| Torque Device (Accessory) | Provided with each guidewire | Provided with each guidewire |
| Sterilization Method | 100% Ethylene Oxide (EO) | 100% Ethylene Oxide (EO) |
| Shelf Life | 1 year | 1 year |
When compared with the predicate device, the subject device has the technological characteristic differences shown in the table above. These differences do not raise new questions of safety and effectiveness for the subject device. To evaluate the effects of these differences, performance testing was conducted to demonstrate the subject device performs as intended.
## NON-CLINICAL PERFORMANCE TESTS
### Biocompatibility
The subject device is considered externally communicating device with circulating blood contact for a limited duration (≤ 24 hours) and the following tests were performed:
Table 3. Summary of Biocompatibility Testing
| Test | Test Method Summary | Conclusion |
| --- | --- | --- |
| Cytotoxicity | MEM elution cell culture observed for cytotoxic reactivity. | Pass |
| Pyrogenicity | Study animals were observed for individual temperature rise. | Pass |
| Sensitization | Study animals with subject device were observed for dermal sensitization. | Pass |
| Irritation | Study animals with subject device were observed for dermal reaction. | Pass |
| Acute Systemic Toxicity | Study animals with the subject device were observed for abnormal clinical signs indicative of toxicity. | Pass |
| ASTM Hemolysis | The difference between the hemolytic indexes of the subject device and the negative control was evaluated (direct contact and extract). | Pass |
| Complement Activation of SC5b-9 | Comparison of the subject device SC5b-9 value to the predicate device for all exposure times was performed. | Pass |
| Partial Thromboplastin Time | The clotting time was observed for both the subject device and the predicate. | Pass |
| In Vitro Thrombogenicity | Device is placed in an in vitro blood loop for three runs. The thrombus score for the subject and predicate device is observed. | Pass |
| Platelet and Leukocyte Count Assay | Comparison of the subject device platelet and leukocyte count to the predicate device. | Pass |
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## Sterilization
The subject device was adopted into an existing validated sterilization cycle that uses 100% EO to achieve a sterilization assurance level (SAL) of 10⁻⁶, and testing for EO and ethylene chlorohydrin (ECH) residuals and bacterial endotoxin levels was performed. The subject device followed the requirements of AAMI TIR 28:2016 “Product adoption and process equivalence for ethylene oxide sterilization” to ensure it meets the requirements of the following standards:
- ISO 11135:2014/A1:2018, “Sterilization of Health Care Products - Ethylene Oxide – Requirements for the Development, Validation and Routine Control of a Sterilization Process for Medical Devices”
- ANSI/AAMI/ISO 10993-7:2008, “Biological evaluation of medical devices — Part 7: Ethylene oxide sterilization residuals”
## Bench Performance Testing
Following review of the risk assessments conducted in accordance with ISO 14971:2019, performance testing was performed on the subject devices. Additional performance tests to evaluate continued compliance with ISO 11070:2014, “Sterile single-use intravascular introducers, dilators and guidewires,” and per recommendations of the FDA guidance document, “Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling” (2019), were also performed. Table 4 summarizes these tests and their results below.
Table 4. Summary of Bench Performance Tests
| Test | Test Method Summary | Results |
| --- | --- | --- |
| Visual Inspection and Dimensional Verification | Performed visual inspection and verified key dimensions of the guidewire per specifications. | Acceptance criteria met |
| Tensile Testing | Test per FDA guidance document, “Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling” (2019) | Acceptance criteria met |
| Kink Resistance | Test per FDA guidance document, “Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling” (2019) | Acceptance criteria met |
| Torqueability | Test per FDA guidance document, “Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling” (2019) | Acceptance criteria met |
| Torque Strength | Test per FDA guidance document, “Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling” (2019) | Acceptance criteria met |
| Tip Flexibility | Test per FDA guidance document, “Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling” (2019) | Acceptance criteria met |
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Scientia Vascular, Inc.
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| Test | Test Method Summary | Results |
| --- | --- | --- |
| Pre-Shape and Tip Shape Retention | The tip shape angle was measured before and after use in a simulated pathway model. | Acceptance criteria met |
| Coating, Lubricity, Durability, and Integrity | Test per FDA guidance document, “*Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling*” (2019) | Acceptance criteria met |
| Particulate | Particulate measured and counted after use in a simulated pathway model. | Acceptance criteria met |
| Corrosion Resistance | Test per FDA guidance document, “*Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling*” (2019) | Acceptance criteria met |
| Compatibility with Agents | Guidewires were tested for compatibility with IsoVue 300, IsoVue 370, DMSO, and heparinized saline. | Acceptance criteria met |
| Simulated Use and Device Compatibility | Conducted simulated use in anatomical model designed to simulate the tortuous anatomy of the neurovasculature. | Acceptance criteria met |
| Flex and Fracture | Subjected the guidewire to multiple flexure cycles around cylindrical pins. | Acceptance criteria met |
| Usability Validation | Physicians evaluated the subject and comparator devices in clinically relevant anatomical model. | Acceptance criteria met |
| Radiopacity Testing | Test per FDA guidance document, “*Coronary, Peripheral, and Neurovascular Guidewires – Performance Tests and Recommended Labeling*” (2019). Subject and predicate devices evaluated under fluoroscopy. | Acceptance criteria met |
| Packaging Testing | Test per ISO 11607-1 | Acceptance criteria met |
## Animal Testing
The safety and performance of the Aristotle 65 Macrowire was evaluated in two (2) comparative porcine studies conducted under Good Laboratory Practices (GLP) (21 CFR Part 58) against the predicate and cleared control devices, respectively. The two studies evaluated at subacute (3 day) and chronic (30 day) time points, with three (3) animals evaluated at each time point. Study 1 evaluation included the delivery of the subject and predicate guidewires to the target location. Target vessels evaluated included renal arteries, brachial arteries, and external carotid artery branches (internal maxillary, ascending pharyngeal, and lingual). Study 2 evaluated delivery to target locations utilizing (1) subject device with an access catheter and (2) predicate device with intermediate catheter and an access catheter, reflective of clinical use. Vessels evaluated included renal arteries, brachial arteries, and branch vessels of the carotid arteries (ascending pharyngeal, lingual). The studies performed assessments for usability, trackability, thrombogenicity, and catheter delivery (Study 2 only). Angiographic and histopathology evaluations were also conducted. There were no significant gross or histological findings suggestive of significant vascular injury in the subject, predicate or control treated vessels in either study at either time point. Additionally, there were no gross or histological findings in nontarget organs which were attributable to the subject, predicate, or control articles in either study at either time point. Therefore, the study endpoints support equivalent safety and performance of the Aristotle 65 Macrowire when compared
Pg. 6
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with the predicate.
### **Clinical Testing**
No clinical testing was deemed necessary to support the substantial equivalence of the subject device.
### **CONCLUSION**
The subject device has the same intended use and indications for use statement as the predicate device. The identified technological difference does not raise new questions of safety or effectiveness regarding the use of the subject devices. The testing demonstrates the subject device performs as intended and is substantially equivalent to the predicate device.
Pg. 7
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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 as a Medical Device, 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 as a Medical Device), 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.
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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.
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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.
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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.
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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
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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.