K242848 · Philips Medical Systems Nederland B.V. · PSY · Dec 10, 2024 · Pathology
Device Facts
Record ID
K242848
Device Name
Philips IntelliSite Pathology Solution 5.1
Applicant
Philips Medical Systems Nederland B.V.
Product Code
PSY · Pathology
Decision Date
Dec 10, 2024
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 864.3700
Device Class
Class 2
Indications for Use
The Philips IntelliSite Pathology Solution (PIPS) 5.1 is an automated digital slide creation, viewing, and management system. The PIPS 5.1 is intended for in vitro diagnostic use as an aid to the pathologist to review and interpret digital images of surgical pathology slides prepared from formalin-fixed paraffin embedded (FFPE) tissue. The PIPS 5.1 is not intended for use with frozen section, cytology, or non-FFPE hematopathology specimens. The PIPS 5.1 comprises the Imagement System (IMS) 4.2, Ultra-Fast Scanner (UFS), Pathology Scanner SG20, Pathology Scanner SG60, Pathology Scanner SG300 and Philips PP270HD display or a Beacon C411W display. The PIPS 5.1 is for creation and viewing of digital images of scanned glass slides that would otherwise be appropriate for manual visualization by conventional light microscopy. It is the responsibility of a qualified pathologist to employ appropriate procedures and safeguards to assure the validity of the interpretation of images obtained using PIPS 5.1.
Device Story
PIPS 5.1 is an automated digital pathology system for slide digitization, management, and viewing. System components include whole slide scanners (UFS, SG20, SG60, SG300), Image Management System (IMS) 4.2, and high-resolution displays (PP27QHD or Beacon C411W). Scanners convert glass slides into digital images; IMS manages storage and retrieval. Pathologists use the system in clinical settings to review digital images on the display as a substitute for conventional light microscopy. The device facilitates diagnostic interpretation by providing digital access to tissue samples. This submission specifically adds the Beacon C411W monitor as an alternative display option.
Clinical Evidence
No clinical data. Substantial equivalence demonstrated via non-clinical performance testing (bench testing) of the new display component, including spatial resolution, pixel defects, luminance, grayscale, and color gamut, in accordance with FDA TPA Guidance.
Technological Characteristics
Whole slide imaging system; includes scanners (UFS, SG series), IMS 4.2, and color LCD displays (PP27QHD or Beacon C411W). Beacon C411W: Thin Film Transistor, 0.2331mm pixel pitch, built-in front sensor. Standards: IEC 60601-1 (safety), IEC 60601-1-6 (usability), IEC 62471 (photobiological), ISO 14971 (risk management).
Indications for Use
Indicated for use by pathologists to review and interpret digital images of surgical pathology slides prepared from formalin-fixed paraffin embedded (FFPE) tissue. Not indicated for frozen section, cytology, or non-FFPE hematopathology specimens.
Regulatory Classification
Identification
The whole slide imaging system is an automated digital slide creation, viewing, and management system intended as an aid to the pathologist to review and interpret digital images of surgical pathology slides. The system generates digital images that would otherwise be appropriate for manual visualization by conventional light microscopy.
Special Controls
A whole slide imaging system must comply with the following special controls: (1) Premarket notification submissions must include the following information: (i) The indications for use must specify the tissue specimen that is intended to be used with the whole slide imaging system and the components of the system. (ii) A detailed description of the device and bench testing results at the component level, including for the following, as appropriate: (A) Slide feeder; (B) Light source; (C) Imaging optics: (D)Mechanical scanner movement; (E) Digital imaging sensor; (F) Image processing software; (G)Image composition techniques; (H)Image file formats; (I) Image review manipulation software; (J) Computer environment; (K)Display system. (iii)Detailed bench testing and results at the system level, including for the following, as appropriate: (A)Color reproducibility; (B) Spatial resolution; (C) Focusing test; (D) Whole slide tissue coverage; (E) Stitching error: (F) Turnaround time. (iv) Detailed information demonstrating the performance characteristics of the device, including, as appropriate: (A)Precision to evaluate intra-system and inter-system precision using a comprehensive set of clinical specimens with defined, clinically relevant histologic features from various organ systems and diseases. Multiple whole slide imaging systems, multiple sites, and multiple readers must be included. (B) Reproducibility data to evaluate inter-site variability using a comprehensive set of clinical specimens with defined, clinically relevant histologic features from various organ systems and diseases. Multiple whole slide imaging systems, multiple sites, and multiple readers must be included. (C) Data from a clinical study to demonstrate that viewing, reviewing, and diagnosing digital images of surgical pathology slides prepared from tissue slides using the whole slide imaging system is non-inferior to using an optical microscope. The study should evaluate the difference in major discordance rates between manual digital (MD) and manual optical (MO) modalities when compared to the reference (e.g., main sign-out diagnosis). (D) A detailed human factors engineering process must be used to evaluate the whole slide imaging system user interface(s). (2) Labeling compliant with 21 CFR 809.10(b) must include the following: The intended use statement must include the information described in paragraph (i) (1)(i) of this section, as applicable, and a statement that reads, "It is the responsibility of a qualified pathologist to employ appropriate procedures and safeguards to assure the validity of the interpretation of images obtained using this device." (ii) A description of the technical studies and the summary of results, including those that relate to paragraph (1)(ii) and (1)(iii) of this section, as appropriate. (iii) A description of the performance studies and the summary of results, including those that relate to paragraph (1)(iv) of this section, as appropriate. (iv) A limiting statement that specifies that pathologists should exercise professional judgment in each clinical situation and examine the glass slides by conventional microscopy if there is doubt about the ability to accurately render an interpretation using this device alone.
*Classification.* Class II (special controls). The special controls for this device are:(1) Premarket notification submissions must include the following information:
(i) The indications for use must specify the tissue specimen that is intended to be used with the whole slide imaging system and the components of the system.
(ii) A detailed description of the device and bench testing results at the component level, including for the following, as appropriate:
(A) Slide feeder;
(B) Light source;
(C) Imaging optics;
(D) Mechanical scanner movement;
(E) Digital imaging sensor;
(F) Image processing software;
(G) Image composition techniques;
(H) Image file formats;
(I) Image review manipulation software;
(J) Computer environment; and
(K) Display system.
(iii) Detailed bench testing and results at the system level, including for the following, as appropriate:
(A) Color reproducibility;
(B) Spatial resolution;
(C) Focusing test;
(D) Whole slide tissue coverage;
(E) Stitching error; and
(F) Turnaround time.
(iv) Detailed information demonstrating the performance characteristics of the device, including, as appropriate:
(A) Precision to evaluate intra-system and inter-system precision using a comprehensive set of clinical specimens with defined, clinically relevant histologic features from various organ systems and diseases. Multiple whole slide imaging systems, multiple sites, and multiple readers must be included.
(B) Reproducibility data to evaluate inter-site variability using a comprehensive set of clinical specimens with defined, clinically relevant histologic features from various organ systems and diseases. Multiple whole slide imaging systems, multiple sites, and multiple readers must be included.
(C) Data from a clinical study to demonstrate that viewing, reviewing, and diagnosing digital images of surgical pathology slides prepared from tissue slides using the whole slide imaging system is non-inferior to using an optical microscope. The study should evaluate the difference in major discordance rates between manual digital (MD) and manual optical (MO) modalities when compared to the reference (
*e.g.,* main sign-out diagnosis).(D) A detailed human factor engineering process must be used to evaluate the whole slide imaging system user interface(s).
(2) Labeling compliant with 21 CFR 809.10(b) must include the following:
(i) The intended use statement must include the information described in paragraph (b)(1)(i) of this section, as applicable, and a statement that reads, “It is the responsibility of a qualified pathologist to employ appropriate procedures and safeguards to assure the validity of the interpretation of images obtained using this device.”
(ii) A description of the technical studies and the summary of results, including those that relate to paragraphs (b)(1)(ii) and (iii) of this section, as appropriate.
(iii) A description of the performance studies and the summary of results, including those that relate to paragraph (b)(1)(iv) of this section, as appropriate.
(iv) A limiting statement that specifies that pathologists should exercise professional judgment in each clinical situation and examine the glass slides by conventional microscopy if there is doubt about the ability to accurately render an interpretation using this device alone.
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**FDA** U.S. FOOD & DRUG
ADMINISTRATION
# 510(k) SUBSTANTIAL EQUIVALENCE DETERMINATION DECISION SUMMARY
## I Background Information:
### A 510(k) Number
K242848
### B Applicant
Philips Medical Systems Nederland B.V.
### C Proprietary and Established Names
Philips IntelliSite Pathology Solution (PIPS) 5.1
### D Regulatory Information
| Product Code(s) | Classification | Regulation Section | Panel |
| --- | --- | --- | --- |
| PSY | Class II | 21 CFR 864.3700 - Whole Slide Imaging System | PA - Pathology |
## II Review Summary:
### A Purpose for Submission:
Addition of a new display (monitor) C411W from manufacturer Shenzhen Beacon.
### B Type of Test:
The Philips IntelliSite Pathology Solution (PIPS) 5.1 is an automated digital slide creation, viewing, and management system.
## III Intended Use/Indications for Use:
### A Intended Use(s):
See Indications for Use below.
### B Indication(s) for Use:
Food and Drug Administration
10903 New Hampshire Avenue
Silver Spring, MD 20993-0002
www.fda.gov
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The Philips IntelliSite Pathology Solution (PIPS) 5.1 is an automated digital slide creation, viewing, and management system. The PIPS 5.1 is intended for in vitro diagnostic use as an aid to the pathologist to review and interpret digital images of surgical pathology slides prepared from formalin-fixed paraffin embedded (FFPE) tissue. The PIPS 5.1 is not intended for use with frozen section, cytology, or non-FFPE hematopathology specimens.
The PIPS 5.1 comprises the Image Management System (IMS) 4.2, Ultra-Fast Scanner (UFS), Pathology Scanner SG20, Pathology Scanner SG60, Pathology Scanner SG300 and Philips PP27QHD display or a Beacon C411W display. The PIPS 5.1 is for creation and viewing of digital images of scanned glass slides that would otherwise be appropriate for manual visualization by conventional light microscopy. It is the responsibility of a qualified pathologist to employ appropriate procedures and safeguards to assure the validity of the interpretation of images obtained using PIPS 5.1.
C Special Conditions for Use Statement(s):
Rx - For Prescription Use Only
IV Device/System Characteristics:
A Device Description:
The PIPS 5.1 device is an automated digital slide creation, viewing and management system. PIPS 5.1 consists of two subsystems and a display component:
1. Subsystems
a. Whole slide imaging scanners:
i. Ultra Fast Scanner (UFS)
ii. Pathology Scanner Second Generation (SG) with different versions for varying slide capacity: Pathology Scanner SG20, Pathology Scanner SG60, Pathology Scanner SG300
b. Image Management System (IMS) 4.2
2. PP27QHD or Beacon C411W Display
V Substantial Equivalence Information:
A Predicate Device Name(s):
Philips Intellisite Pathology Solution (PIPS)
B Predicate 510(k) Number(s):
K233204
C Comparison with Predicate(s):
K242848 - Page 2 of 7
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| Device & Predicate Device(s): | K242848 | K233204 |
| --- | --- | --- |
| Device Trade Name | Philips IntelliSite Pathology Solution 5.1 | Philips IntelliSite Pathology Solution 5.1 |
| General Device Characteristic Similarities | | |
| Intended Use/Indications For Use | The Philips IntelliSite Pathology Solution (PIPS) 5.1 is an automated digital slide creation, viewing, and management system. The PIPS 5.1 is intended for in vitro diagnostic use as an aid to the pathologist to review and interpret digital images of surgical pathology slides prepared from formalin-fixed paraffin embedded (FFPE) tissue. The PIPS 5.1 is not intended for use with frozen section, cytology, or non-FFPE hematopathology specimens. The PIPS 5.1 comprises the Image Management System (IMS) 4.2, Ultra-Fast Scanner (UFS), Pathology Scanner SG20, Pathology Scanner SG60, Pathology Scanner SG300 and Philips PP27QHD display or a Beacon C411W display. The PIPS 5.1 is for creation and viewing of digital images of scanned glass slides that would otherwise be appropriate for manual visualization by conventional light microscopy. It is the responsibility of a qualified pathologist to employ appropriate procedures and | The Philips IntelliSite Pathology Solution (PIPS) 5.1 is an automated digital slide creation, viewing, and management system. The PIPS 5.1 is intended for in vitro diagnostic use as an aid to the pathologist to review and interpret digital images of surgical pathology slides prepared from formalin-fixed paraffin embedded (FFPE) tissue. The PIPS 5.1 is not intended for use with frozen section, cytology, or non-FFPE hematopathology specimens. The PIPS 5.1 comprises the Image Management System (IMS) 4.2, Ultra Fast Scanner (UFS), Pathology Scanner SG20, Pathology Scanner SG60, Pathology Scanner SG300 and PP27QHD Display. The PIPS 5.1 is for creation and viewing of digital images of scanned glass slides that would otherwise be appropriate for manual visualization by conventional light microscopy. It is the responsibility of a qualified pathologist to employ appropriate procedures and safeguards to assure the validity of the interpretation |
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| | safeguards to assure the validity of the interpretation of images obtained using PIPS 5.1. | of images obtained using PIPS 5.1. |
| --- | --- | --- |
| Display Pixel Pitch | 0.2331 mm x 0.2331mm | Same |
| Display Calibration hardware | Built-in front sensor | Same |
| **General Device Characteristic Differences** | | |
| Display (Monitor) | Shenzhen Beacon C411W | Barco PP27QHD |
| Technology | Thin Film Transistor | IPS technology with a-Si Thin Film Transistor |
| Physical display size | 646 mm x 423 mm x 91.3 mm | 648.5 mm x 423 mm x 91.3 mm (with backlight disc) |
| Calibration software | Beacon QA Manager software version 1.1 installed on the workstation | MediCal QAWeb Agent software version 1.13.12 installed on the workstation |
## VI Standards/Guidance Documents Referenced:
1. FDA Guidance document: Technical Performance Assessment of Digital Pathology Whole Slide Imaging Devices. Guidance for Industry and Food and Drug Administration Staff. April 20, 2016.
2. IEC 60601-1 Edition 3.2 (2020) Medical electrical equipment – Part 1: General requirements for basic safety and essential performance.
3. IEC 60601-1-6 (4th Ed) Medical electrical equipment – Part 1-6: General requirements for basic safety and essential performance – Collateral Standard Usability.
4. IEC 62471:2006 Photobiological safety of lamps and lamp systems.
5. ISO 14971: 2019 Medical devices – Application of risk management to medical devices.
## VII Performance Characteristics (if/when applicable):
### A Analytical Performance:
1. Precision/Reproducibility:
Not applicable
2. Linearity:
Not applicable
3. Analytical Specificity/Interference:
Not applicable
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4. Accuracy (Instrument):
Not applicable
5. Carry-Over:
Not applicable
**B Other Supportive Instrument Performance Characteristics Data:**
**Display Equivalency Study:**
Technical performance testing for the Beacon C411W display was performed and compared with the Barco PP27QHD display. The test results are summarized in Table 1 below. In addition, the existing functional, safety, user and system integration requirements related to the display were verified and validated.
**Table 1: Display Equivalency Test**
| Test | Test Method | Results | |
| --- | --- | --- | --- |
| | | Subject Device Beacon C411W | Predicate Device Barco PP27QHD |
| 1. Spatial resolution | Measurement of the Modulation Transfer Function (MTF). IDMS v 1.03, section 7.7 | Both horizontal and vertical MTFs are greater than 86% at Nyquist frequency | Both horizontal and vertical MTFs are greater than 75% at Nyquist frequency |
| 2. Pixel defects | Measurements (counts) of pixel defects. IDMS v 1.03, section 7.6 Defective Pixels | Total number of pixel defects ≤ 5 Total number of bright and dark pixels within a circle of 10 mm ≤ 1 | Total amount of pixel defects ≤ 6 Total number of bright and dark pixels within a circle of 10 mm ≤ 3 |
| 3. Artifacts | Measurement of image retention after 1 hour. IDMS v 1.03, section 10.4 Artifacts and Irregularities | 0.43% | < 0.65% |
| 4. Temporal response | Measurement of response time. IDMS v 1.03, 10.2 (section 10.2.2 Response Time) | Response time is 16.39 ms | Response time is 15 ms |
| 5. Maximum luminance and contrast ratio | Maximum and minimum luminance (achievable and recommended) and contrast ratio. | Minimum achievable: 0.375 cd/m² Maximum achievable: 357 cd/m² Calibrated to max. Recommended: 350 cd/m² | Minimum achievable: ≤ 0.3 cd/m² Maximum achievable: 550 cd/m² Calibrated to max. Recommended: 350 cd/m² |
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| Test | Test Method | Results | |
| --- | --- | --- | --- |
| | | Subject Device Beacon C411W | Predicate Device Barco PP27QHD |
| | IDMS v 1.03, section 2.4 Vantage-Point Suite of Measurements | Contrast ratio is 933.33:1 | Contrast ratio is 1000:1 |
| 6. Grayscale | Measurement of the mapping between image values and the luminance. IDMS v1.03, section 6.1 Gray Scale | Maximum luminance error from sRGB transfer function (ΔL) = 0.72 cd/m² at DLL=120; Maximum luminance error over reference luminance (ΔL/L) = 2.9% at DLL=15 | Maximum error from sRGB transfer function ≤ 0.99% |
| 7. Luminance uniformity | Luminance uniformity testing. IDMS v 1.03, section 8.1.1 Sampled Contrast Uniformity | Non-uniformity is 20% at 80% video level. | Non-uniformity is < 21% at 80% video level 80% |
| 8. Stability of luminance and chromaticity response with temperature and lifetime | Luminance and chromaticity characteristics of the display measured with temperature and time. based on IDMS v 1.03, section 10 Temporal Measurements | Luminance deviation from target (350 cd/m²) with temperature: 7.8%; Luminance deviation from target (350 cd/m²) over time: 1.24%; Chromaticity deviation from target (D65): (0.317,0.334) | Deviation from target luminance (350 cd/m²) with temperature: < 10% Variations for luminance and chromaticity over time: < 2% deviation |
| 9. Bidirectional reflection coefficients | Measurement of specular and diffuse reflection coefficient. IDMS v 1.03, section 11.12 Reflection Measurements | Specular reflection coefficient, averaged between 400 nm and 740 nm: 1.83% Diffuse reflection coefficient, averaged between 400 nm and 740 nm: 2.33% | Specular reflection coefficient: 1.69% Diffuse reflection coefficient: 2.21% |
| 10. Gray tracking | Measurement of gray tracking (stability of neutral grey colors). IDMS v 1.03, section 6.15 Gray-scale Color Changes | White point deviation from D65 = 0.0013 Δu'v' | White point at D65: ≤ 0.002 Δu'v' |
| 11. Color Scale | Determine the color error. | Average color error = 0.95 ΔE₀₀ | Average color error < 2 ΔE₀₀ |
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| Test | Test Method | Results | |
| --- | --- | --- | --- |
| | | Subject Device Beacon C411W | Predicate Device Barco PP27QHD |
| | IDMS v1.03, section 6.2 Primary Color-Scale | Maximum color error = $$1.47\Delta E_{00}$$ Color signal white ratio = 1.00 | Maximum color error < 5 $$\Delta E_{00}$$ Color signal white ratio = 1.00 |
| 12. Color gamut volume | Measurement of the color gamut volume. IDMS v1.03, section 5.18.1 Relative Gamut Area | 2D color gamut area with respect to sRGB: 110.4% 2D color gamut area overlapped with sRGB: 98.5% | 2D color gamut area with respect to sRGB: 98.6% 2D color gamut area overlapped with sRGB: 97.7% |
### VIII Proposed Labeling:
The labeling supports the finding of substantial equivalence for this device.
### IX Conclusion:
The submitted information in this premarket notification is complete and supports a substantial equivalence decision.
K242848 - Page 7 of 7
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.