K983562 · Cdc Technologies, Inc. · GKZ · Nov 3, 1998 · Hematology
Device Facts
Record ID
K983562
Device Name
MASCOT MD HEMATOLOGY ANALYZER/ MODEL MD 700
Applicant
Cdc Technologies, Inc.
Product Code
GKZ · Hematology
Decision Date
Nov 3, 1998
Decision
SESE
Submission Type
Special
Regulation
21 CFR 864.5220
Device Class
Class 2
Indications for Use
The MD 700 is a multi-parameter, automated hematology analyzer used to perform in vitro analysis of human peripheral blood in clinical laboratories. The MD 700 reports on the following parameters: White Blood Cells (Leukocytes) WBC; Red Blood Cells (Erythrocytes) RBC; Hemoglobin Concentration Hgb; Hematocrit (relative volume of erythrocytes) Hct; Mean Corpuscular (erythrocyte) Volume MCV; Mean Corpuscular (erythrocyte) Hemoglobin MCH; Mean Corpuscular (erythrocyte) Hemoglobin Concentration MCHC; Red Blood Cell (erythrocyte volume) Distribution Width RDW; Platelet or Thrombocyte Count Plt; Granulocyte (number) GR#; Granulocyte (percent of WBC) GR%; Lymphocyte (number) LY#; Lymphocyte (percent of WBC) LY%; Monocyte (number) MO#; Monocyte (percent of WBC) MO%.
Device Story
The MD 700 is an automated hematology analyzer for clinical laboratories. It processes 20 uL of EDTA-treated whole blood. The device uses motorized syringes and valves to mix blood with reagents (diluent, lytic agents) to create dilutions for analysis. It employs a 'Focused Flow' chamber where sheath fluid creates a vortex to concentrate cells in a sensing zone; impedance variation counts cells; spectrophotometry (540 nm) measures hemoglobin. A computer processes signals using an Expectation Maximization (EM) algorithm to differentiate leukocyte populations (lymphocytes, monocytes, granulocytes). The device outputs a printed report with 15 parameters and a 3D leukocyte cytogram. It provides automated flagging for abnormal/immature cells. The system is operated by laboratory personnel; it automates sample aspiration, analysis, and cleaning. The output assists clinicians in hematological assessment and diagnosis.
Clinical Evidence
No new clinical data provided. The submission relies on non-clinical and clinical studies previously cleared for the predicate device (MD 800).
Technological Characteristics
Automated hematology analyzer; impedance-based cell counting; spectrophotometric hemoglobin measurement; Focused Flow chamber technology; uses motorized syringes and electronically controlled valves; 110V AC power; RS232 interface; software-based signal processing; requires specific reagents (MULTI-CELL3, CELLYSE XIH/XIIH, CD CLEAN, PROBECLENZ).
Indications for Use
Indicated for in vitro diagnostic analysis of peripheral human blood in clinical laboratories to perform automated complete blood counts (CBC) and leukocyte differentials.
Regulatory Classification
Identification
An automated differential cell counter is a device used to identify one or more of the formed elements of the blood. The device may also have the capability to flag, count, or classify immature or abnormal hematopoietic cells of the blood, bone marrow, or other body fluids. These devices may combine an electronic particle counting method, optical method, or a flow cytometric method utilizing monoclonal CD (cluster designation) markers. The device includes accessory CD markers.
Special Controls
*Classification.* Class II (special controls). The special control for this device is the FDA document entitled “Class II Special Controls Guidance Document: Premarket Notifications for Automated Differential Cell Counters for Immature or Abnormal Blood Cells; Final Guidance for Industry and FDA.”
Predicate Devices
MASCOT MD Hematology Analyzer Model MD 800 (K981568)
Submission Summary (Full Text)
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K983562
NOV 3 1998
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## 510(k) SUMMARY
In accordance with the Safe Medical Devices Act of 1990, a 510(k) summary is provided pursuant to 21 C.F.R. § 807.92.
Submitter's name, address, telephone number, contact person, and date on which summary was prepared.
> CDC Technologies, Inc. One Great Hill Road Oxford, CT 06478 (203) 888-2323 FAX: (203) 888-4828
Contact: David C. DeCava, V.P. of Operations
Date Prepared: October 12, 1998
Device name: trade or proprietary name and common or usual name.
Common Name: Automated Differential Blood Cell Counter
Proprietary Name: MASCOT MD Hematology Analyzer Model MD 700
Identification of the legally marketed device to which the submitter claims substantial equivalence.
#### MASCOT MD Hematology Analyzer Model MD 800 Manufactured by CDC Technologies, Inc. 510(k) No. K981568
Description of the MD 700
#### Description:
In General. The MD 700 is a quantitative analyzer of peripheral human blood for in vitro diagnostic use in clinical laboratories. It performs an automated complete blood count (CBC) and a leukocyte differential on peripheral human blood. A sample volume of 20 uL of whole blood is required. The instrument provides a printed report on 15 parameters.
Components. The MD 700 consists of five components:
(1) A blood analysis instrument (the "instrument") with external cord and grounded
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plug for connection to a standard 110V AC outlet.
Externally, this instrument has an external diluter probe for the intake of blood samples and a communications panel consisting of red and green LED lights, a communications screen which provides messages to prompt the operator, and a keypad for operator input.
Internally, the instrument in general consists of three precise, motorized syringes used to move the blood sample, a series of electronically controlled valves which direct its flow, cuvette used to mix reagents with measured quantities of the sample, a transducer chamber used to count the blood cells, another transducer chamber used to determine hemoglobin levels, connective tubing and wiring, the communications panel described above and a computer and related software program used to direct the instrument in taking a series of steps necessary to analyze the sample and produce a report.
(2) A reagent dispensing unit connected to the instrument by tubes and four reagents (described below in "Reagents") used in it.
(3) Calibration and control reagents consisting of a reagent used to calibrate the MD 700 as directed in the Manual and another reagent used according to good laboratory practices at the beginning and end of each group of samples, or in long runs, at established intervals to verify operation of the instrument (these reagents are described below in "Reagents").
(4) Probeclenz™, a cleaning liquid described below in Reagents.
(5) A standard, off-the-shelf high resolution printer selected by the manufacturer to print the report of the analysis.
Reported Parameters. The MD 700 reports on the following parameters:
| White Blood Cells (Leukocytes) | WBC |
|---------------------------------------------------------|------|
| Red Blood Cells (Erythrocytes) | RBC |
| Hemoglobin Concentration | Hgb |
| Hematocrit (relative volume of erythrocytes) | Hct |
| Mean Corpuscular (erythrocyte) Volume | MCV |
| Mean Corpuscular (erythrocyte) Hemoglobin | MCH |
| Mean Corpuscular (erythrocyte) Hemoglobin Concentration | MCHC |
| Red Blood Cell (erythrocyte volume) Distribution Width | RDW |
| Platelet or Thrombocyte Count | Plt |
| Lymphocyte (number) | LY# |
| Lymphocyte (percent of WBC) | LY% |
| Monocyte (number) | MO# |
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Monocyte (percent of WBC) Granulocyte (number) Granulocyte (percent of WBC)
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MO% GR# GR %
Reagents. The MD 700 uses the following reagents:
(1) diluent: MULTI-CELL3, an azide-free isotonic electrolyte for diluting the blood sample, stabilizing the cell membranes, and conducting current in the sensing zone. The diluent maintains the integrity of the erythrocytes, leukocytes, and platelets;
(2) lytic reagents: CELLYSE XIH™ and CELLYSE XIIH™, which are azide-free lytic reagents that (a) lyse erythrocytes, freeing hemoglobin from the lysed red blood cells and converting a substantial portion of it to a stable, cyanide-containing pigment, (b) reduce the size of cellular debris to avoid interference with leukocyte counts, and (c) slightly alter the WBC membranes to allow differentiating measurements to be made. The leukocyte membranes are physically maintained so as not to leave a bare nucleus;
(3) cleaning agents: CD CLEAN™, a deproteinizer included in the reagent kit which prevents protein build up in the system; and PROBECLENZ™, a cleaning liquid used according to instructions in the Operators Manual (pages 4-4, 4-6 and 8-2) used periodically to clean the instrument.
(4) control material: TECH-TROL™, used at three levels, to monitor both the CBC and WBC differential parameters; and
(5) calibrator: MD CAL-KIT™, which is used to calibrate the CBC parameters.
#### How the MD 700 functions:
After calibration and initial testing, the operator mixes a sample of EDTA-treated human blood, and causes the MD 700 to aspirate a 20 uL sample of the blood sample into the instrument. After a few additional short steps, the instrument automatically performs all remaining functions necessary to complete the analysis of the blood sample. The operator has no other function except appropriate handling of the printed report. An analysis of a blood sample takes approximately 5 minutes.
Following a sequence of steps, the MD 700 creates both a red blood cell ("RBC") dilution and a white blood cell ("WBC") dilution using the HEMA-SET3 reagents described below and then analyses the resulting dilutions. The steps are as follows:
(1) The instrument creates a stock dilution by drawing precise quantities of specific reagents (described below in "Reagents") from the reagent box and mixes them with 20 uL of whole blood sample by opening valves and the operation of the motorized syringes. The sample is mixed by bubbling air through the measured reagent/blood sample mix. 10 uL of
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the stock dilution is reaspirated into the aspirator probe and reserved for the RBC/Plt analysis.
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(2) To determine WBC and hemoglobin, the instrument again draws precise quantities of specific reagents from the reagent box and mixes them with the remaining stock dilution. This dilution is again mixed by bubbling air through the reagent/blood stock dilution mix. This mixture is then passed into the hemoglobin module and hemoglobin levels are measured. The balance is then positioned at the entrance to the FOCUSED FLOW™ chamber for WBC analysis.
(3) A precisely measured portion of this mixture (50uL) is injected by the motorized syringe into the FOCUSED FLOW™ chamber and is analyzed for leukocolyte population. This chamber operates as follows: The chamber itself is tubular. In the middle, a funnelshaped passageway narrows and then opens to the original diameter (see diagram at Tab 5). Clean MULTI-CELL3 TM diluent is drawn into the instrument from the reagent box and injected under precisely controlled pressure at an angle into the wide end of the funnel so as to produce a circular, swirling action or vortex of clean "sheath" fluid spiraling into the narrow end of the funnel. At the same time, at the end of the chamber, diluent is extracted by a precisely controlled vacuum. Injection and vacuum pressure is created by the operation of two of the three precise, motorized syringes. The third syringe is then used to inject the blood sample mixture into the center of the vortex of sheath fluid, thus maintaining the physical integrity and characteristics of the blood cells. The swirling sheath fluid concentrates the blood sample in the center of the narrow end of the funnel which is the sensing zone. As individual blood cells pass into the sensing zone, the instrument generates multiple electronic signals around and through the blood cells. These are read by a transducer and recorded.
The reagents used in the mixture aid the multiple signals in determining cell size, cell membrane and intracellular composition. The reagents work in concert with the physiology of the cells' membranes. Cellular information is derived from the following sources: (1) the process of single cell analysis, (2) isometric pressures, (3) the absence of distorting shear forces on the cells, (4) the physiological "conditioning" of cell membranes, and (5) concomitant multiple signal generation and concomitant multiple signal acquisition.
The individual cellular information or data obtained in this way is processed by the computer using a patented mathematical algorithm named Expectation Maximization (EM). The mathematical algorithm is attached at Tab 5, and is also discussed in the Hazard Analysis attached at Tab 6. Results obtained by use of the analysis allows for differentiation of the reported parameters for WBC.
The chamber is then flushed and prepared for the next sample.
(4) Again by the operation of electronically controlled valves and the precise. motorized syringes, the reserved 10μL of the original stock dilution is separately mixed with
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reagents. The dilution is mixed by bubbling air through the measured reagent/blood sample mix, and is then positioned at the entrance of the FOCUSED FLOW™ chamber for RBC/Plt analysis.
(5) 25pL of this reagent-blood sample mixture is then injected by the motorized syringe into the FOCUSED FLOWTM chamber and is analyzed in a similar way to determine RBC/Plt composition. Again the reagents assist the multiple electronic signals to distinguish cell types and composition. The cell information is again processed using the parts of mathematical algorithm referencing red blood cell parameters attached at Tab 8.
(6) The system then cleans itself in preparation for reuse, and prompts the operator that it is ready with the message, "Ready" and "Mix Sample."
(7) The printer provides a report of 15 parameters on a high-resolution form. The report covers leukocytes and three normal cell types (Lymphocytes, Monocytes, and Granulocytes). It produces "flags" for abnormal/immature cells. The report also includes a three-dimensional cytogram of the leukocyte population.
#### Scientific Concepts:
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Each of the parameters is measured by the MD 700 based on the following scientific principles:
| WBC, RBC, Plt: | Cells are guided through a patented Focused Flow micro-<br>aperture where they are counted according to impedance<br>variation. |
|-----------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Hgb: | A cyanide-containing pigment is measured by<br>spectrophotometry through the optical part of the WBC<br>device at a wavelength of 540 nm ± 1 nm. |
| MCV: | An electronic device measures the pulse heights<br>generated by the passage of RBCs through the Focused<br>Flow chamber. The stored values of the pulse heights<br>(which are proportional to the volume of the individual<br>RBCs) are sorted into a pulse height distribution the<br>mean of which is proportional to the MCV. |
| Hct, MCH, MCHC: | These parameters are calculated from other measured<br>parameters. |
| RDW: | This parameter is a coefficient of variation of the RBC<br>distribution as a percent of average RBC size. |
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GR, LY, MO:
The leukocyte differential counts are obtained from volume and intracellular complexity measurements and processed according to a patented mathematical algorithm termed Expectation Maximization. Granulocytes are the arithmetic sum of eosinophils, neutrophils and basophils.
#### Significant Performance Characteristics of Device:
The performance specifications of the MD 700 are shown at Figure 6-1
### Statement of intended use.
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The MD 700 is a multi-parameter, automated hematology analyzer used to perform in vitro diagnosis of peripheral human blood in clinical laboratories.
The MD 700 reports on the following parameters:
| White Blood Cells (Leukocytes) | WBC |
|---------------------------------------------------------|------|
| Red Blood Cells (Erythrocytes) | RBC |
| Hemoglobin Concentration | Hgb |
| Hematocrit (relative volume of erythrocytes) | Hct |
| Mean Corpuscular (erythrocyte) Volume | MCV |
| Mean Corpuscular (erythrocyte) Hemoglobin | MCH |
| Mean Corpuscular (erythrocyte) Hemoglobin Concentration | MCHC |
| Red Blood Cell (erythrocyte volume) Distribution Width | RDW |
| Platelet or Thrombocyte Count | Plt |
| Lymphocyte (number) | LY# |
| Lymphocyte (percent of WBC) | LY % |
| Monocyte (number) | MO# |
| Monocyte (percent of WBC) | MO% |
| Granulocyte (number) | GR# |
| Granulocyte (percent of WBC) | GR % |
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# MASCOT ™ MD 700 HEMATOLOGY SYSTEM SPECIFICATIONS
| DESCRIPTION | MD 700 SPECIFICATIONS | |
|------------------------|---------------------------------------------------------------------------------------------------------------------------|---------------------|
| Parameters: | | |
| Leukocytes: | WBC, GR%,GR#, LY%, LY#, MO%, MO# | |
| Erythrocytes: | RBC, Hb, HCT, MCV, MCH, MCHC, RDW | |
| Platelets: | PLT | |
| Cytograms: | Exclusive 3-D Displays of WBC Subpopulations, RBC/Platelet Populations | |
| Sample Volume: | 20μL | |
| Throughput: | 12 Specimens per Hour | |
| Data Input/Output: | Touch Keypad, LCD Display, Customized 8.5" x 11" High-Resolution Report<br>with Exclusive 3-D WBC, RBC, and PLT Cytograms | |
| Optional Output: | Internal Data Storage. RS232 Port for External Computer Interface | |
| Flagging: | Automatic Distributional and Morphological Flagging, Hematologic<br>Abnormality Charts | |
| Power Requirements: | 47 - 63 Hz, 95 - 132 vAC, < 110 W * | |
| Physical: | Analyzer | Printer |
| Height: | 30.5 cm. (12 in.) | 17.6 cm. (6.9 in.) |
| Width: | 27 cm. (10.5 in.) | 34.7 cm. (13.7 in.) |
| Depth: | 43 cm. (17 in.) | 20.7 cm. (8.2 in.) |
| Weight: | 11.3 kg. (24.8 lbs.) | 2.6 kg. (5.7 lbs.) |
| Operating Temperature: | 17°C - 32°C (62° - 90°F) | |
| Precision: | WBC <3.0% c.v. @ 7.0 - 10.0 x 10³/μL | |
| | RBC <3.0% c.v. @ 4.0 - 5.0 x 10⁶/μL | |
| | Hb <2.0% c.v. @ 12.0 - 15.0 g/dL | |
| | MCV <1.0% c.v. @ 80.0 - 90.0 fL | |
| | PLT <6.0% c.v. @ 200 - 400 x 10³/μL | |
| Linearity: | | |
| | WBC 0.1 - 200.0 x 10³/μL <span style="float:right;">Limits: 0.4 or 5.0%</span> | |
| | RBC 0.01 - 18.00 x 10⁶/μL <span style="float:right;">0.10 or 8.0%</span> | |
| | Hb 0.1 - 26.0 g/dL <span style="float:right;">0.3 or 3.0%</span> | |
| | MCV 40.0 - 290.0 fL <span style="float:right;">1.5 or 5.0%</span> | |
| | PLT 1 - 2000 x 10³/μL <span style="float:right;">15 or 10%</span> | |
..
* 185 - 264 vAC also available.
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Summary of the technological characteristics of the MD 700 in comparison to those of the MD 800.
The MD 700 analyses human peripheral blood by passing electronic waves through precisely measured dilutions of the blood, and analyzing the results using software which relies upon a patented mathematical algorithm to determine the count and percent of each parameter reported.
The fundamental scientific technology of the MD 700 has not changed from that of the MD 800. MD 800 and MD 700's intended use are the same. The reports provided by the two devices are different --
O The MD 800 provides a three-dimensional cytogram of the leukocyte population and a three-dimensional cytogram of the RBC/Plt population. The MD 700 provides only a three-dimensional cytogram of the leukocyte population.
O The MD 800 reports 20 parameters. The MD 700 reports 15 parameters. Thirteen of these parameters are the same in the two devices. However, the MD 700 does not provide mean platelet (thrombocyte) volume, and offers only a three part WBC differential, consisting of six parameters (3 actual count and 3 related percentages) while the MD 800 provides a five part differential consisting of ten parameters (5 actual count and 5 percentages).
This is a special 510(k). The non-clinical and clinical studies upon which the 510(k) of the MD 800 and its reagents were cleared are relied upon with respect to the MD 700. The MD 700 is as safe and effective as the MD 800, the predicate device, because the fundamental scientific technology of the MD 700 has not changed from that of the MD 800.
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Image /page/8/Picture/2 description: The image is a black and white logo for the U.S. Department of Health & Human Services. The logo features a stylized image of an eagle or bird with three distinct head profiles, suggesting a sense of unity or collaboration. The bird is encircled by the text "DEPARTMENT OF HEALTH & HUMAN SERVICES USA", which is arranged in a circular fashion around the bird.
#### NOV 3 1998
CDC Technologies, Inc. C/O George J. Wallace Eckert, Seamans, Cherin & Mellott, LLC 1250 24th Street, N.W. 7th Floor Washington, DC 20037
K983562 Re : MASCOT MD Hematology Analyzer, Model MD 700 Trade Name: Regulatory Class: II Product Code: GKZ October 12, 1998 Dated: Received: October 13, 1998
Dear Mr. Wallace:
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 registration, 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 regulations 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 regulation (21 CFR Part 820) and that, through periodic QS inspections, the Food and Druq 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 2098 Gaither Road Rockville MD 20850
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Page 2
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) 594-4588. 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" (21 CFR 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.gov/cdrh/dsma/dsmamain.html".
Sincerely yours,
Steven Butman
Steven I. Gutman, M.D., M.B.A. Director Division of Clinical Laboratory Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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Page 1 _ of 1 ________________________________________________________________________________________________________________________________________________________________
510(k) Number (if known): unknown (not assigned yet)
Device Name: MASCOT MD Hematology Analyzer Model MD 700
Indications for Use:
The MD 700 is a multi-parameter, automated hematology analyzer used to perform in vitro analysis of human peripheral blood in clinical laboratories.
The MD 700 reports on the following parameters:
| White Blood Cells (Leukocytes) | WBC |
|---------------------------------------------------------|------|
| Red Blood Cells (Erythrocytes) | RBC |
| Hemoglobin Concentration | Hgb |
| Hematocrit (relative volume of erythrocytes) | Hct |
| Mean Corpuscular (erythrocyte) Volume | MCV |
| Mean Corpuscular (erythrocyte) Hemoglobin | MCH |
| Mean Corpuscular (erythrocyte) Hemoglobin Concentration | MCHC |
| Red Blood Cell (erythrocyte volume) Distribution Width | RDW |
| Platelet or Thrombocyte Count | Plt |
| Granulocyte (number) | GR# |
| Granulocyte (percent of WBC) | GR% |
| Lymphocyte (number) | LY# |
| Lymphocyte (percent of WBC) | LY% |
| Monocyte (number) | MO# |
| Monocyte (percent of WBC) | MO% |
(PLEASE DO NOT WRITE BELOW THIS LINE-CONTINUE ON ANOTHER PAGE IF NEEDED)
Concurrence of CDRH, Office of Device Evaluation (ODE)
(Division Sign-Off)
Division of Clinical Laboratory Devices
510(k) Number 1983562
Prescription Use
(Per 21 CFR 801.109)
OR
Over-The-Counter Use
(Optional Format 1-2-96)
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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.