K093016 · Shenzhen Creative Industry Co., Ltd. · DQA · Mar 30, 2010 · Cardiovascular
Device Facts
Record ID
K093016
Device Name
VITAL SIGNS MONITOR
Applicant
Shenzhen Creative Industry Co., Ltd.
Product Code
DQA · Cardiovascular
Decision Date
Mar 30, 2010
Decision
SESE
Submission Type
Traditional
Regulation
21 CFR 870.2700
Device Class
Class 2
Attributes
Pediatric
Indications for Use
The Vital Signs Monitor is designed for monitoring the vital physiological signs of the patient. It is used for non-invasive continuous monitoring of oxygen saturation (SpO2), pulse rate, CO2 and respiration rate. The Vital Signs Monitor is adaptable to adult and pediatric usage in a hospital environment. It is intended to be used only under regular supervision of clinical personnel.
Device Story
Vital Signs Monitor (PC-900A) performs non-invasive continuous monitoring of SpO2, pulse rate, CO2, and respiration rate. Device utilizes external sensors to collect physiological signals; internal circuitry amplifies and processes these signals. CPU performs calculations; results displayed on integrated LED/LCD screen. Device features adjustable alarms for physiological parameters exceeding set limits. Intended for use in hospital settings by clinical personnel. Provides real-time monitoring to assist in patient assessment and clinical decision-making.
Clinical Evidence
Bench testing only. Device underwent safety and performance testing in accordance with IEC standards. No clinical data provided.
Technological Characteristics
Multi-parameter monitor; battery (sealed lead-acid) or AC powered. Class I, Type BF protection. LED/LCD display. Dimensions: 360x320x410mm. SpO2 and CO2 monitoring via external sensors. Software of moderate concern. Connectivity: standalone.
Indications for Use
Indicated for non-invasive continuous monitoring of SpO2, pulse rate, CO2, and respiration rate in adult and pediatric patients in hospital environments under clinical supervision.
Regulatory Classification
Identification
An oximeter is a device used to transmit radiation at a known wavelength(s) through blood and to measure the blood oxygen saturation based on the amount of reflected or scattered radiation. It may be used alone or in conjunction with a fiberoptic oximeter catheter.
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MAR 3 0 2010
Image /page/0/Picture/1 description: The image shows a sequence of handwritten digits and letters. The sequence appears to be K093016. The numbers and letters are written in a dark ink, and the background is white. The handwriting is somewhat stylized, with some characters slightly distorted.
### 510(k) Summary
This summary of 510(k) safety and effectiveness information is being submitted in accordance with requirements of 21 CFR Part 807.92.
ﮧ
Date: September 6, 2009
1. Company and Correspondent making the submission:
Name - Shenzhen Creative Industry Co., Ltd.
Address - 2/F, Block 3, Nanyou Tian'an Industry Town,
Nanshan District, Shenzhen City
Shenzhen, GD P. R. China
Telephone - +86 755 2643 3514
Fax - +86-755-2643 5433
Contact - Wang Jia
Email – jia-wang@163.com
## 2. Device :
Trade/proprietary name: Vital Signs Monitor, Model PC-900A
: Oximeter Common Name
400 analyzer, gas, carbon-dioxide, gaseous-p
Classification Name : 21CFR870.2700, Oximeter, DQA
21CFR868.1400, 400 analyzer, gas, carbon-dioxide,
gaseous-p, CCK
Predicate Devices:
| Predicate Model | Manufacturer | K Number | Submitted Device |
|---------------------------------------|-----------------------------------------|----------|---------------------------------------|
| Capnostream 20 | Oridion<br>Capnography,<br>Incorporated | K060065 | Vital Signs Monitor, Model<br>PC-900A |
| Vital Signs<br>Monitor (Model<br>M3B) | Edan<br>Instruments,<br>Incorporated | K083821 | Vital Signs Monitor, Model<br>PC-900A |
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3. Classifications Names & Citations : 21CFR 870.2700, DQA 21CFR868.1400, CCK
4. Description :
4.1 General
PC-900A vital signs monitor is a small Multi-parameter Patient Monitor, which can monitor the vital physiological parameters: Carbon Dioxide (CO2), Pulse Oxygen Saturation (SpO2), respiration and pulse rate. The accessories and the sensors will transfer the physical parameters into electrical signal, which will be collected and amplified by the circuit in the device. The specific sensors have been previously cleared by the FDA 510(k) process. (For specifics, please refer to the Description Section). After CPU analyzing and calculating, the parameters can display on the screen in a graphical way, record and/or print if necessary. The alarm will work if the parameters over the limits to take medical practitioner's attention.
- 5. Indication for use :
The Vital Signs Monitor is designed for monitoring the vital physiological signs of the patient. It is used for non-invasive continuous monitoring of oxygen saturation (SpO2), pulse rate, CO2 and respiration rate.
The Vital Signs Monitor is adaptable to adult and pediatric usage in a hospital environment. It is intended to be used only under regular supervision of clinical personnel.
- 6. Comparison with predicate device: Please see next page for the comparison table.
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| Element of<br>Comparison | Subject Device | Claimed SE Device 1 | Claimed SE Device 2 |
|-------------------------------------------------------|-----------------------------------------------------|------------------------------------------------------------------|----------------------------------------------------|
| Company | Shenzhen Creative Industry Co.,<br>Ltd. | Oridion Medical 1987 Ltd. | Edan Instruments, Inc. |
| FDA510(K)<br>Number | N/A | K060065 | K083821 |
| Device Name | Vital Signs Monitor | Portable Bedside<br>Capnograph/Pulse Oximeter<br>Capnostream™ 20 | Vital Signs Monitor |
| Model Number | PC-900A | | M3B |
| Power Supply | Battery or AC | Battery or AC | Battery or AC |
| Internal Power<br>Supply | rechargeable sealed lead-acid<br>battery, 12V 2.3AH | rechargeable Lithium-Ion battery,<br>14.8V 4.4AH | rechargeable Lithium-Ion battery,<br>14.8V 4.4AH |
| AC Power Supply | 100~250V 50/60Hz 90VA | 100~240V 50/60Hz 90VA | 100~240V 50/60Hz 45VA |
| The type of<br>protection against<br>electric shock | Class I and internally powered per<br>IEC 60601-1. | Class I and internally powered per<br>IEC 60601-1. | Class I and internally powered per<br>IEC 60601-1. |
| The degree of<br>protection against<br>electric shock | Type BF | Type BF | Type BF |
Comparison with legally marketed predicate device
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| Display | Dimensions(mm) | Intended patient population | Intended Use |
|---------------------|--------------------------------------|---------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| LED and LCD display | $360(L) \times 320(D) \times 410(H)$ | Adult, pediatric patients | The Vital Signs Monitor is designed for monitoring the vital physiological signs of the patient. It is use for non-invasive continuous monitoring of oxygen saturation (SpO2), pulse rate, CO₂ and respiration rate.<br>The Vital Signs Monitor is adaptable to adult and pediatric usage in a hospital environment. It is intended to be used only under regular supervision of clinical personnel. |
| TFT Display | $220 (L) x192 (D) x167 (H)$ | Adult, pediatric and neonate patients | The Capnostream2 0 is intended for CO2 and SPO2 indications. The Capnostream20 combined capnograph/pulse oximeter monitor is intended to provide professionally trained health care providers the continuous, non invasive measurement and monitoring of carbon dioxide concentration of the expired and inspired breath and respiration rate, and for the continuous non-invasive monitoring of functional oxygen saturation of arterial hemoglobin (SpO 2 and pulse rate). It is intended for use with neonatal, pediatric and adult patients in hospitals, hospital type facilities, intra hospital moves and home environments. |
| LCD display | $173.5(L) x 189(D) x 241(H)$ | Adult, pediatric and neonate patients | The Vital Signs Monitor is indicated for use for non-invasive continuous monitoring of oxygen saturation of the blood (SpO2) and C02.<br>The Vital Signs Monitor is intended to be used only under regular supervision of clinical personnel. It is adaptable to adult, pediatric, and neonatal usage in a hospital environment and intra-hospital moves.<br>The Vital Signs Monitor is equipped with alarms that indicate system faults (such as loose or defective electrodes), physiologic parameters that have exceeded the limits set by the operator, or both. |
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| Nurse call function | | Yes | Yes | Yes | CO₂ module | CO₂ measurement method | CO₂ measure mode |
|-------------------------------------|------------------------------------------------------------------------------------------------|-----------|--------------------------------------------------------------------------------------------------------------------------|--------------------------------------------------------------------------------------------------------------------------|---------------------------------------------------------------------------------------------------------------|-----------------------------------------------------------------------------------------------------------|--------------------------|
| SpO₂ | | | | | Respironics LoFlo™ EtCO2 (Side-stream) Module(K053174) and<br>CAPNOSTAT 5 EtCO2 (Main-stream) Module(K042601) | Infrared absorption method | Sidestream or Mainstream |
| SpO₂ module | Creative SpO₂ module with the<br>same principle as PC-60(K063641)<br>Creative SpO₂ sensor only | | Masimo SET pulse oximetry and<br>Masimo SpO₂ Sensors | Nellcor Nell-1 OXI-Max SpO₂<br>module and Nellcor sensor | Microstream EtCO2 Module | Microstream® non-dispersive infrared (NDIR) spectroscopy | Sidestream |
| SpO₂ measure<br>range | 70%~99% | | 1%~100% | 1%~100% | Respironics LoFlo™ EtCO2 (Side-stream) Module and Repironics<br>CAPNOSTAT 5 EtCO2 (Main-stream) Module | Infrared absorption method | Sidestream or Mainstream |
| Accuracy of SpO₂ | Adult and Pediatric:<br>$\pm$ 3% (during 70%~99%)<br>Undefined (during 0~70%) | | Adult and Pediatric:<br>$\pm$ 2% (during 70%~100%)<br>Neonate:<br>$\pm$ 3% (during 70%~100%)<br>Undefined (during 0~70%) | Adult and Pediatric:<br>$\pm$ 2% (during 70%-100%)<br>Neonate:<br>$\pm$ 3% (during 70%-100%)<br>Undefined (during 0~70%) | Measuring parameters | CO₂ Response Time | Units |
| Alarm of SpO₂ | High and lower alarms.<br>The limits are adjustable. | | High and lower alarms.<br>The limits are adjustable. | The limit is adjustable. | EtCO₂, InsCO₂ and Respiration Rate | Sidestream: <3seconds (includes transport time and rise time).<br>Mainstream: <60ms (rise time) | mmHg, kPa or Vol% |
| Pulse rate display<br>range | 30 bpm~240 bpm | | 25 bpm ~240 bpm | 20bpm~250bpm | EtCO2, FICO2 and Respiration Rate | 2.95 s (typical) | mmHg, kPa or Vol% |
| Accuracy of pulse<br>rate | $\pm$ 2bpm or $\pm$ 2% (whichever is<br>greater) | | $\pm$ 3 bpm | $\pm$ 3bpm | EtCO₂, InsCO₂ and Respiration Rate | <3seconds (includes transport time and rise time) | mm Hg, kPa or % |
| Alarm of pulse<br>rate | High and lower alarms.<br>The limits are adjustable. | | High and lower alarms.<br>The limits are adjustable. | The limit is adjustable. | CO₂ measure range | CO2 Accuracy | Respiration Rate |
| CO₂ | | | | | EtCO₂: 0~150mmHg<br>InsCO₂: 3~50mmHg | 0~40 mmHg ±2mmHg<br>41~70 mmHg ±5% of reading<br>71~100 mmHg ±8% of reading<br>101~150mmHg±10% of reading | 2~150rpm (Sidestream) or |
| CO₂, EtCO₂, FICO₂ Range: 0~99 mmHg | 0~38 mmHg: ± 2 mmHg<br>39~99 mmHg: ± (5% of reading + 0.08% for every 1 mmHg above 38 mmHg) | 0~150 rpm | | | | | |
| EtCO₂: 0~99mmHg<br>InsCO₂: 0~99mmHg | 0~40mmHg ±2mmHg<br>41~76mmHg ±8% of reading<br>77~99mmHg±10% of reading | 0~150bpm | | | | | |
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| measure range | | | |
|---------------------------|------------------------------------------------------|------------------------------------------------------|-------------------------------------|
| 0~150rpm (Mainstream) | 0~70 rpm: ±1 rpm | | |
| Respiration Rate accuracy | ±2rpm | 71~120 rpm: ±2 rpm | ±2rpm |
| | | 121~150 rpm: ±3 rpm | |
| Flow Rate | 50ml/min ±10 ml/min (Sidestream) | 50 (42.5≤flow≤65) ml/min, flow<br>measured by volume | 50ml/min ±10 ml/min<br>(Sidestream) |
| Suffocation Alarm Delay | 10~60s | 10~60s | 10~40s |
| Alarm of EtCO₂ | High and lower alarms.<br>The limits are adjustable. | High and lower alarms.<br>The limits are adjustable. | The limit is adjustable. |
| Alarm of RR | High and lower alarms.<br>The limits are adjustable. | High and lower alarms.<br>The limits are adjustable. | The limit is adjustable. |
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## 7. Safety and Performance Data :
Please refer to the Declaration of Conformity for the comprehensive list of testing performed on the PC 900A Vital Signs Monitor. The PC 900A has undergone Third Party safety testing in accordance with IEC standards and completed performance testing in accordance with IEC standards. In that this device has software of Moderate concern; the appropriate level of Software evaluation was performed.
## 8. Conclusions:
In accordance with the Federal Food, Drug and Cosmetic Act, 21 CFR Part 807 and based on the information provided in this premarket notification Shenzhen Creative Industry Co., Ltd. concludes that Vital Signs Monitor, Model PC-900A, is safe and effective and substantially equivalent to predicate devices as described herein.
- 9. Shenzhen Creative Industry Co., Ltd. will update and include in a summary any other information deemed seasonably necessary by the FDA.
END
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Image /page/8/Picture/1 description: The image shows the seal of the Department of Health & Human Services - USA. The seal features a stylized eagle-like symbol with three curved lines representing wings or feathers. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged in a circular pattern around the symbol.
Food and Drug Administration 10903 New Hampshire Avenue Document Control Room -WO66-G609 Silver Spring, MD 20993-0002
Shenzhen Creative Industry Company, Limited C/O Mr. Charlie Mack Principal Engineer International Regulatory Consultants, LLC 77325 Joyce Way Echo, Oregon 97826
MAR 3 0 2010
Re: K093016
Trade/Device Name: Vital Signs Monitor, Model PC-900A Regulation Number: 21CFR 870.2700 Regulation Name: Oximeter Regulatory Class: II Product Code: DQA, CCK Dated: March 18, 2010 Received: March 24, 2010
Dear Mr. Mack:
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.
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#### Page 2- Mr. Mack
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 803); good manufacturing practice requirements as set forth in the quality systems (OS) 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 go to
http://www.fda.gov/AboutFDA/CentersOffices/CDRH/CDRHOffices/ucm115809.htm for the Center for Devices and Radiological Health's (CDRH's) Office of Compliance. 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 Small Manufacturers, International and Consumer Assistance 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,
hr for
Anthony D. Watson, B.S., M.S., M.B.A. Director Division of Anesthesiology, General Hospital, Infection Control and Dental Devices Office of Device Evaluation Center for Devices and Radiological Health
#### Enclosure
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# Indications for Use
510(k) Number (if known):
Device Name: Vital Signs Monitor, Model PC-900A
Indications for Use:
The Vital Signs Monitor is designed for monitoring the vital physiological signs of the patient. It is used for non-invasive continuous monitoring of oxygen saturation (SpO2), pulse rate, CO2 and respiration rate.
The Vital Signs Monitor is adaptable to adult and pediatric usage in a hospital J environment. It is intended to be used only under regular supervision of clinical personnel.
Prescription Use _ AND/OR (Part 21 CFR 801 Subpart D)
Over-The-Counter Use (21 CFR 801 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE OF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
L. Schutten
(Division Sign-Off) Division of Anesthesiology, General Hospital nfection Control, Dental Devices
Page 1 of
4093016 510(k) Number:
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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.