UROLOGY DirectView™ Endoscopes may be used by qualified physicians for imaging of a surgical site for diagnostic and surgical urology procedures. GENERAL SURGERY DirectView™ endoscopes may be used for general diagnostic and laparoscopic surgical procedures by a qualified physician for visualization of body cavities, organs, and canals to perform various diagnostic and surgical procedures.
Device Story
DirectView Laparoscope is a minimally invasive surgical visualization system. Input: optical images captured from body cavities via objective lens system. Transformation: optical relay lenses transmit images to eyepiece or electronic camera/video monitor. Key innovation: disposable 'LightGuide' rod made of high-transmission plastic (Zeonex 790R) replaces traditional fiber optic bundles for illumination; protective sheath encapsulates telescope, camera, and endo-coupler to maintain sterile field. Used in OR by surgeons. Benefits: modular design allows 360-degree image rotation without rotating the entire scope; disposable LightGuide prevents cross-contamination from blood/protein buildup on lenses; non-conductive cyclic polyolefin construction reduces electrical/thermal hazards compared to stainless steel; eliminates need for frequent sterilization of sensitive camera components. Output: visual feed for surgical guidance.
Clinical Evidence
Bench testing only. Comparison of DirectView and Wolf Lumina using identical test configurations and AF standard resolution targets. Images captured via NTSC and digital high-resolution cameras. Empirical testing on human tissue demonstrated equivalent image quality and resolution.
Technological Characteristics
Materials: Cyclic polyolefin (Zeonex 790R) for LightGuides. Principle: Optical telescope with objective/relay lenses; illumination via high-transmission plastic rod. Form factor: 10mm diameter, 320mm length. Connectivity: Compatible with standard endo-couplers and video monitors. Sterilization: ETO. Non-conductive and non-thermal conductive housing.
Indications for Use
Indicated for use by qualified physicians for diagnostic and surgical urology and general laparoscopic procedures requiring visualization of body cavities, organs, and canals.
Regulatory Classification
Identification
An endoscope and accessories is a device used to provide access, illumination, and allow observation or manipulation of body cavities, hollow organs, and canals. The device consists of various rigid or flexible instruments that are inserted into body spaces and may include an optical system for conveying an image to the user's eye and their accessories may assist in gaining access or increase the versatility and augment the capabilities of the devices. Examples of devices that are within this generic type of device include cleaning accessories for endoscopes, photographic accessories for endoscopes, nonpowered anoscopes, binolcular attachments for endoscopes, pocket battery boxes, flexible or rigid choledochoscopes, colonoscopes, diagnostic cystoscopes, cystourethroscopes, enteroscopes, esophagogastroduodenoscopes, rigid esophagoscopes, fiberoptic illuminators for endoscopes, incandescent endoscope lamps, biliary pancreatoscopes, proctoscopes, resectoscopes, nephroscopes, sigmoidoscopes, ureteroscopes, urethroscopes, endomagnetic retrievers, cytology brushes for endoscopes, and lubricating jelly for transurethral surgical instruments. This section does not apply to endoscopes that have specialized uses in other medical specialty areas and that are covered by classification regulations in other parts of the device classification regulations.
Special Controls
*Classification* —(1)*Class II (special controls).* The device, when it is an endoscope disinfectant basin, which consists solely of a container that holds disinfectant and endoscopes and accessories; an endoscopic magnetic retriever intended for single use; sterile scissors for cystoscope intended for single use; a disposable, non-powered endoscopic grasping/cutting instrument intended for single use; a diagnostic incandescent light source; a fiberoptic photographic light source; a routine fiberoptic light source; an endoscopic sponge carrier; a xenon arc endoscope light source; an endoscope transformer; an LED light source; or a gastroenterology-urology endoscopic guidewire, is exempt from the premarket notification procedures in subpart E of part 807 of this chapter subject to the limitations in § 876.9.(2) Class I for the photographic accessories for endoscope, miscellaneous bulb adapter for endoscope, binocular attachment for endoscope, eyepiece attachment for prescription lens, teaching attachment, inflation bulb, measuring device for panendoscope, photographic equipment for physiologic function monitor, special lens instrument for endoscope, smoke removal tube, rechargeable battery box, pocket battery box, bite block for endoscope, and cleaning brush for endoscope. The devices subject to this paragraph (b)(2) are exempt from the premarket notification procedures in subpart E of part 807of this chapter, subject to the limitations in § 876.9.
In combination with the general controls of the FD&C Act, the integrated operating table-electromechanical surgical system is subject to the following special controls:
1. (1) Premarket clinical performance testing, or a combination of premarket clinical performance testing and postmarket surveillance (in accordance with special control (2)), must include the following:
1. (i) Objective performance measures (e.g., rate and number of conversions to other surgical modalities, rate of device related adverse events (including tissue injury, hematoma, and increased blood loss), and their severity, cause, and outcomes) must be reported with relevant descriptive comparator performance measures.
2. (ii) The data must demonstrate the performance of the device for providing accurate and precise control of attached surgical instruments in range of clinical conditions relevant to the device's intended use.
3. (iii) The test dataset must include data collected from a patient population representative of the intended patient population under anticipated conditions of use.
2. (2) Data obtained from postmarket surveillance must demonstrate, in consideration of the premarket data obtained in accordance with special control (1), that the device performs in accordance with special control (1), unless FDA determines, based on the totality of the premarket data, that data from postmarket surveillance is not required to demonstrate that the device performs as intended. Such postmarket surveillance must be conducted per a protocol determined appropriate by FDA to demonstrate that the device performs as intended (in consideration of the premarket data obtained in accordance with special control (1)), and must include initiation, enrollment, and reporting requirements to ensure timely periodic updates to FDA on post-market surveillance progress and outcomes.
3. (3) Animal performance testing must evaluate the extent of port site trauma due to repositioning of table during surgical procedures when utilizing robotic minimally invasive and laparoscopic approaches
4. (4) The device manufacturer must develop, and update as necessary, a device-specific use training program that ensures proper device setup/use/shutdown, accurate control of instruments to perform the intended surgical procedures, troubleshooting and handling during unexpected events or emergencies, and safe practices to mitigate use error.
5. (5) The device manufacturer may only distribute the device to facilities that implement and maintain the device-specific use training program and ensure that users of the device have completed the device-specific use training program.
(6) Human factors assessment must demonstrate that the user can correctly use the device system across all intended use environments with the provided instructions and training materials, including patient access during normal operating conditions and emergency situations, and effects arising from the integrated nature of the operating table and robotic surgical arms.
(7) Labeling must include:
(i) A detailed summary of clinical performance testing conducted with the device, including study population, results, adverse events, and comparisons to any comparator groups identified;
(ii) A statement in the labeling that the safety and effectiveness for the representative specific procedures was based on evaluation of the device as a surgical tool and did not include evaluation of outcomes related to the treatment of the patient's underlying disease or condition, unless FDA determines that it can be removed or modified based on clinical performance data submitted to FDA;
(iii) Identification of compatible devices;
(iv) The list of surgical procedures for which the device has been determined to be safe with clinical justification;
(v) Reprocessing instructions for reusable components;
(vi) A shelf life for any sterile components;
(vii) A description of the device-specific use training program;
(viii) A statement that the device is only for distribution to facilities that implement and maintain the device-specific use training program and ensure that users of the device have completed the device-specific use training program; and
(ix) A summary of any completed postmarket surveillance data collected as required by special control (2), including updated labeling to accurately reflect outcomes observed in postmarket surveillance.
(8) Non-clinical performance testing must demonstrate that the device performs as intended under anticipated conditions of use and must include:
(i) Device motion accuracy and repeatability;
(ii) System testing;
(iii) Instrument reliability;
(iv) Crosstalk;
(v) Table motion control;
(vi) Thermal effects on tissue;
(vii) User-device interface performance;
(viii) Workspace access testing; and
(ix) Performance testing with compatible devices.
(9) Software verification, validation, and hazard analysis must be performed.
(10) Electromagnetic compatibility and electrical, thermal, and mechanical safety testing must be performed.
(11) Performance data must demonstrate the sterility of all patient-contacting device components.
(12) Performance data must support the shelf life of the device components provided sterile by demonstrating continued sterility and package integrity over the labeled shelf life.
(13) Performance data must validate the reprocessing instructions for the reusable components of the device.
(14) Performance data must demonstrate that all patient-contacting components of the device are biocompatible.
(15) Performance data must demonstrate that all patient-contacting components of the device are non-pyrogenic.
(16) The device manufacturer must submit a report to the FDA annually on the anniversary of initial marketing authorization for the device, until such time as FDA may terminate such reporting, which comprises the following information:
(i) Cumulative summary, by year, of complaints and adverse events since date of initial marketing authorization; and
(ii) Identification and rationale for changes made to the device, labeling, or device specific use training program, which did not require submission of a premarket notification during the reporting period.
Predicate Devices
Wolf Lumina Model 8934.40
Submission Summary (Full Text)
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K072613
### 510(k) SUMMARY
Prepared: August 28, 2007 Revised January 8, 2008
CONTACT INFORMATION:
John L. Bala, President & Chief Technical Officer Micro Invasive Technology Inc. 934 North Main Street Danielson, CT 06239 Telephone (860) 779 6130 Facsimile (860 779 6159 Website www.miticorp.com
- DirectView TM Model 10RLL-320 Laparoscope DEVICE NAME: LightGuide Model 10DLG-320 Disposable 0 Degree Angled LightGuide Model 10DLG-3215 15 Degree Angled LightGuide Model 10DLG-3222 22 Degree Angled LightGuide Model 10DLG-3230 30 Degree
EQUIVALENCE: Wolf Lumina Model 8934.40
### INDICATION FOR USE
### UROLOGY
DirectView™ Endoscopes may be used by qualified physicians for imaging of a surgical site for diagnostic and surgical urology procedures.
### GENERAL SURGERY
DirectView™ endoscopes may be used for general diagnoscopic surgical procedures by a qualified physician for visualization of body cavities, organs, and canals to perform various diagnostic and surgical procedures.
### PRODUCT DESCRIPTION:
A laparoscope is a device used for minimally invasive surgery for specific indications of use. The device consists of two separate and distinct optical paths. The illumination usually takes the form of fiber optics connected to a light cable which brings light from an external light source to the instrument.
The second path is an optical telescope that captures an image from inside the body cavity with an optical objective lens system. This image is then transmitted through a series of optical relay lenses and/or rods to convey the image to a eyepiece for viewing by the human eye. Over the years, human viewing using the eyepiece has given way to electronic cameras which projects the image from the telescope on to a video monitor. Recent designs using what is called a chip-ona-stick technology has replaced the optical relay with an electronic camera embedded in the distal end of the device at the expense of bringing wiring into the body cavity.
The basic optical design as well as physical design of the laparoscope has remained constant with the exception of the reduction of its diameter. The device has remained essentially the same since the original Hopkin's design over forty years ago. Major developments have occurred, however, in the application of solid state camera systems and high definition video monitors creating a revolution in minimally invasive surgerv. MITI seeks to make major revisions in the basic design of the device itself to address problems which have
APR 2 1 2008
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largely been unaddressed for decades. MITI defines functionality of its technology in terms of flexibility, sterility, visibility, interchangeability, availability, safety, and affordability.
Flexibility is a prominent part of the MITI laparoscope design, The modular capability allows it use in a range of different laparoscopic configurations with and without endo couplers are not provided by MITI), direct and indirect camera connections, elimination of 90% of the fiber optics used for illumination, 75% fewer lenses than conventional endoscopes, offer a protective sheath coverage of cameras and endo couplers to extend their operating lives and the elimination of the 90 degree light cable connection to improve ergonomics.
By definition, surgery is a bloody process; therefore, devices used in surgery get bloody and often Visibility. violenty - By domindely, optical lenses, particularly small ones which get covered in blood and orotein obscure the image transmission through them destroying image quality and resolution. Today's surgeon finds it necessary in many cases to clean them on internal organs. For example, if during a gall bladder procedure the image becomes obsoure; the surgeon will often clean it on the liver. This is not necessarily the most efficient way to clean a lens; it may even be dangerous in spreading infection from one organ to another. It is also unacceptable to clean angular laparoscopes in this manner as it could penetrate the organ. The MITI laparoscope addresses this serious problem by enabling the disposable LightGuide to be removed and replaced in a matter of seconds returning the laparoscope image to unobstructed quality.
MITI is acutely aware of the problems with nosocomial infections, many of them occurring with Sterility. improperly sterilized instruments. Also the complexity and cost of cleaning these devices for repeated use also represents a known problem. MITI addresses these problems by developing a single use element that is low in cost and can be disposed of after each medical procedure. The company has developed a telescope system with an image quality that is the equivalent to instruments being sold in the market. It has coupled this optical design, with an illumination system (LightGuide) that is made of high transmission plastic rather than of glass fibers. In addition, the company has integrated a protective shield at the proximal end of the LightGuide to encapsulate the eyepiece and camera system to keep the entire unit in a sterile field, essentially creating a new laparoscope for each patient.
Interchangeability. In using the MITI LightGuide System with interchangeable viewing angles, the surgeon is able to change from one angle to another with the same optical telescope, camera and video monitor. Changing angles can be accomplished in a matter of seconds by removing one and inserting the other, with all camera and video monitor settings remaining the same. In addition, the angled LightGuides have an additional feature that eases the surgeon's workload. Instead of requiring the surgeon to rotate the entire laparoscope, including the light cable and camera system, the MITI system can rotate the image by simply rotating the LightGuide, which can be rotated continuously, a full 360 degrees. If the laparoscope becomes obstructed with blood and protein, the MITI system can regain full image quality by simply replacing the LightGuide, whether it is a 0 or any other angled one ..
Availability. Because the laparoscope internal components are sealed in a sterile environment by the use of the light quide and protective shield, they can be used without re sterilizing. In addition to protecting sensitive devices like cameras and endo coupler, increases there availability as they need not be out of service for sterilization. This is particularly the case with angular units which because of their high cost are less likely to be available.
Safety. Since the advent of RF Scalpels, RF suturing and other electronic devices used during surgery, the stainless steel construction of existing laparoscopes is a potential hazard. The laparoscope housing is connected to an electrical ground with can short circuit other electrical devices during surgery. The MITI light guides are made of non conductive, non moisture absorbing cyclic polyofin. It is not only non conductive to electricity, it does not conduct heat as well.
Afordability. The hospitals, clinics and doctor's office inventory of fixed angled laparoscopes can be significantly reduced as the need to maintain inventory of the numerous angles used by the surgeon can be minimized by the interchangeable system. Furthermore, the sterilization process of the telescope can reduce the chance of infection from improperly sterilized instruments and significantly reduce the time necessary to clean and sterilize the reusable instrument.
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Currently laparoscopes have a useful life of approximately 75 to 100 surgeries before they become unusable either from the deterioration caused by sterilization, damage from handling, peeling of optical coatings because of heat and humidity. Once this occurs, laparoscopes are sent out for reprocessing. The FDA has recently ruled that the reprocessing must be accomplished by companies authorized to perform this task. This is a result of edicts in support of preventing infection from unqualified vendors. Because of its efficient optical design with 75% fewer components may make reprocessing obsolete.
Micro Invasive Technology Inc. (MITI) DirectView™ Laparoscope is a zero (0) degree, 10 millimeters in diameter and 320 millimeters long with a 70 degree, plus field of view, which is essentially the same as the predicate device, a Wolf Lumina model zero degree laparoscope. The DirectView™ Laparoscope differs from the Wolf Model in one respect. In place of the fiber optics used by the Wolf Model to illuminate the subject area in the body cavity, MITI uses a plastic rod in place of individual light fibers.
OPTICAL TELESCOPE. The DirectView™ and Lumina laparoscopes both have an optical system consisting of an objective lens and a relay lens system to transmit images from within the body cavity to a eyepiece for viewing. Technology developments in solid state cameras has essentially made viewing through an eyepiece obsolete and most laparosoopes are connected to cameras by an optical interface called an endo-coupler. The MITI optical design is a function of modern optical design software development enabling a more efficient system design with fewer lens components. These efficiencies are highlighted in the photographs of a more detailed description in a later section.
The MITI design is modular, in that it can be used in a standard manner with an endo coupler along with the evepiece, however, further efficiencies can be gained by eliminating the eye piece and connecting the telescope directly to the camera eliminating the need for both the eyepiece and endo-coupler. To achieve this efficiency, the MITI telescope design incorporates a means of adjusting the focus and orientation of the optical image in the body of the telescope. These elements can be removed for purposes of convention, as MITI provides the laparoscope with an eyepiece for those physicians who are more comfortable with the traditional endo-coupler.
ILLUMINATION. The conventional illumination of the internal body cavity is brought about by a bundle of fiber optic light wires which surround the optical telescope. The light wires are condensed into a single interface called a fernule (there are numerous light cable adaptors used by different manufacturers) which connects to a fiber optic light cable and intern to a light source is typically 150 to 500 watts of continuous light. Fitters are used to remove as much heat (Infrared light) as possible. The DirectView™ laparosope uses a very shallow bend in the fiber optic to convey the illumination light into the body cavity. This makes minimizes light losses as well as reducing thermal effects.
The DirectView™ Model 10DLG-320 Disposable LightGuide system uses the same fiber optic light wire interface but terminates the interface at an annulus at the proximal end of the telescope. The 10DLG-320 disposable rod consisting of a high transmission plastic carries the light from the body cavity to illuminate the surgical site. The plastic rod is terminated by a lens which seals the end of the rod keeping the telescope totally encapsulated to prevent contact with human tissue. At the interface between of the annulus and disposable rod, a protective sheath may be unrolled to keep the felescope, an endo coupler, camera and light and camera cables in a sterile field.
The Models 10DLG-3215, 3222 AND 3230 are disposable angular viewing LightGuides which capture images from andes that are not on axis with the optical telescope. These LightGuides are interchangeable with the 0 degree LightGuides and with each other. The angled LightGuides are designed using a high refractive index optical glass and mounted with the prism angle inverted, whereby the flat surface faces the image and the Drawings showing this configuration are enclosed in this angled prism surface face the objective lens. submission. Performance data is also enclosed.
The disposable plastic LightGuides are constructed using the same material (Zeonex 790R),for all LightGuides. The plastic rod is incorporates a prism at the distal end which seals the end of the rod keeping the telescope encapsulated in a sterile field as with the 0 degree LightGuides. The plastic rod is ground and polished at the same angle as the prism viewing angle to illuminate the viewing area in the body cavity.
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The packaging and ETO sterilization process is the same for all the angled LightGuides as with the 0 Degree Light Guides. They are all constructed using the same materials and cements, tested for leakage and packaged in the same sterife packaging.
All LightGuides are designed to be opened in the operating room immediately prior to use and to be disposed immediately after the surgical or diagnostic procedure in appropriate medical waste containers. MITT has designed the light guides to shrink in size if re-sterlization is attempted with any process that would increase the temperature of the light guide to over 200 degrees Fahrenheit.
DATA ASSESSMENT. Data reported in another section of the application shows photographs of the ™ and the Lumina under identical test configurations with identical test targets, primarily AF standard resolution targets. The targets were placed at the same distance from the distal end of the laparoscopes and photographed using two different camera systems. One camera used an NTSC format and Sony monitor. The other used a digital camera with VGA high resolution monitor with increased resolution. Photographs show the results of these An empirical test of skin tissue is shown in photos 1 & 2 that tests as well as the test configuration. demonstrate the equivalency results on human tissue.
### Conclusions:
The MITI DirectView™ has a slightly greater field of view than the Wolf Lumina. This is reflected in the slightly larger image of the test targets at the same distance. For purposes of this document, the instruments are substantially equivalent.
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Image /page/4/Picture/1 description: The image shows the logo for the U.S. Department of Health & Human Services. The logo features a stylized eagle with three stripes forming its body and wing. The eagle faces right and is positioned to the right of the text. The text "DEPARTMENT OF HEALTH & HUMAN SERVICES - USA" is arranged in a circular pattern around the eagle.
Food and Drug Administration 9200 Corporate Boulevard Rockville MD 20850
# APR 2 1 2008
Micro Invasive Technology, Inc. % Mr. John Bala President and Regulatory Officer 934 North Main Street Danielson, Connecticut 06239
Re: K072613
Trade/Device Name: DirectView" Laparoscope and Disposable LightGuide Regulation Number: 21 CFR 876.1500 Regulation Name: Endoscope and accessories Regulatory Class: II Product Code: GCJ Dated: November 30, 2007 Received: December 17, 2007
Dear Mr. Bala:
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.
If your device is classified (see above) into either class II (Special Controls) or class III (PMA), it may be subject to such 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.
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); good manufacturing practice requirements as set forth in the quality systems (QS) regulation (21 CFR Part 820); and if applicable, the electronic product radiation control provisions (Sections 531-542 of the Act); 21 CFR 1000-1050.
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# Page 2 - Mr. John Bala
This letter will allow you to begin marketing your device as described in your Section 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), please contact the Center for Devices and Radiological Health's (CDRH's) Office of Compliance at (240) 276-0115. Also, please note the regulation entitled, "Misbranding by reference to premarket notification" (21CFR Part 807.97). For questions regarding postmarket surveillance, please contact CDRH's Office of Surveillance and Biometric's (OSB's) Division of Postmarket Surveillance at (240) 276-3474. For questions regarding of device adverse events (Medical Device Reporting (MDR)), please contact the Division of Surveillance Systems at (240) 276-3464. 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 (240) 276-3150 or at its Internet address http://www.fda.gov/cdrh/industry/support/index.html.
Sincerely yours,
Mark M. Millman
Mark N. Melkerson Director Division of General, Restorative and Neurological Devices Office of Device Evaluation Center for Devices and Radiological Health
Enclosure
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# Indication for Use
510(k) Number (if known): K072613
Device Name: DirectView™ Laparoscope and Disposable LightGuide
Indication For Use:
## UROLOGY
DirectView™ Endoscopes may be used by qualified physicians for imaging of a surgical site for diagnostic and surgical urology procedures.
## GENERAL SURGERY
DirectView™ endoscopes may be used for general diagnostic and laparoscopic surgical procedures by a qualified physician for visualization of body cavities, organs, and canals to perform various diagnostic and surgical procedures.
Prescription Use X (21 CFR Part 801 Subpart D) And/Or
Over the Counter Use (21 CFR Part 801 Subpart C)
(PLEASE DO NOT WRITE BELOW THIS LINE; CONTINUE ON ANOTHER PAGE IF NEEDED)
Neil RPOgden for rxn
(Division Division of General, Restorative, and Neurological Devices
**510(k) Number**
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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.
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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.
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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.
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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.
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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.
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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.