The future success or failure of medical AI data management technology is a key element

Artificial intelligence (AI) and machine learning technologies are sweeping most industries, and healthcare is no exception. Software development company InterSystems recommends that companies deploying AI technology must ensure that they have the high volume of data they need for their algorithms, as well as invest in data management techniques, considering message assets and message flows, and the right people.

InterSystems said in HealthcareITNews that the barriers to enterprise AI deployment now come from data. Many companies have data that doesn't exist in one place, formats are not necessarily usable, and data may contain biases that can lead to wrong decisions. Existing information systems and data streams must be evaluated to clarify where areas require investment.

The CEO of Medicomp Systems said that the progress of machine learning depends to a large extent on the accuracy of the algorithm's processing of data, and that low-quality data cannot achieve the efficiency and precision required for innovation, which is a major challenge for healthcare. Especially in clinical areas where data is complex and often unstructured.

The future success or failure of medical AI data management technology is a key element

For companies that actually deploy AI and machine learning systems, poor data quality can impact ROI and reduce adoption. According to the INFOSYS survey, nearly half of the respondents said they could not deploy the desired AI technology because the data is not yet ready, and 77% of IT decision makers said they are investing in data management, especially in India and the US.

AI can make a huge difference by quickly digesting large amounts of data and turning it into the information you need to make clinical decisions. The problem is that these machine learning systems must be able to continuously and quickly ingest large amounts of medical data, with the right infrastructure and process support behind them.

Organizations need to invest in data management technology. The report suggests that companies should pay attention to the third platform (Third Platform) data management technology proposed by IDC to accelerate the digital transformation of enterprises. IDC pointed out that artificial intelligence and machine learning are the fourth platform, which is part of the digital conversion platform. Therefore, using the third platform to implement the fourth platform is a meaningful strategy.

Companies also need to consider the flow of information assets and information, and pay attention to the logistics that provide information to the information production plant. AI and machine learning can be thought of as hungry algorithms, just like assembly lines that require continuous input to increase productivity. Message logistics is to deliver the right product in the right format for the right algorithm at the right time.

For companies, it's important to take the time to understand the flow of data in the AI ​​system, understand the quality of the data, and how it is stored, and enhance it for future training. Mission Health CEO Chris DeRienzo mentioned that only one of the five key elements needed to create a successful AI is technology-related, and the rest are personnel.

Once the company has the right technology, team and program analysis, AI and machine learning will be ready to implement these widely advertised applications with powerful algorithms, massive data and processing power.

1.27mm Female Pin Header

1.27mm (0.050") Pitch Female Headers
Like the 1.27mm pitch male header, the 1.27mm pitch female header is used in densely-packed devices, requiring space-saving connections. The low profile, 1.27mm pitch female header addresses the need for connecting a variety of board-to-board configurations, with vacuum pick and place that makes it suitable for high volume automated manufacturing. It can be available in varying elevated stack heights, pass-through, rugged, high-density, and in numerous low-cost designs.
Antenk offers 1.27mm pitch female headers in either SMT or THM orientation at high quality and affordable China-quoted price that snuggly fits with the pins of a male header and acts as a receptacle.
Assembly and service is simple with either vertical (straight), elevated or at a right angle orientation, which can dissipate current of about 1.0 A or less in a tape and reel packaging. The filleted corners can also remove shadowing allowing optimization of LED output.
The 1.27mm pitch female headers are commonly found in PC`s and are also made to work in Arduino boards, Arduino Pro and Arduino Mega with either single or double-row female headers, facilitating connections for programming and incorporation into other circuits. They have the perfect height for clearing the USB-B connector and great for stacking multiple shields.
Female header always called as [Header connector", Antenk provide widely range of header connector, from 2.54mm (.100″ inch) pitch to 1.0mm (.039″ inch) pitch. The number of pins (contacts) is from 2 to 40 pins per orw. There are three type: Straight (Dip Vertical), Right angle, SMT (surface mount).
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Applications of 1.27mm Pitch Female Headers
Its small size is most suitable for PCB connections of small equipment and devices such as:
Arduino Boards
Architectural and sign lighting
Retail and display lighting
Fluorescent LED retrofit lighting
Cabinet or furniture lighting
Commercial / residential cove lighting
WiFi equipment
Gaming consoles,
Measurement instruments
Medical Diagnostic and Monitoring equipment
Communications: Telecoms and Datacoms

Industrial and Automotive Control and Test


Mount Type: Through-hole vs Surface Mount
At one side of this female header is a series of pins which can either be mounted and soldered directly onto the surface of the PCB (SMT) or placed into drilled holes on the PCB (THM).

Through-Hole (Poke-In)
Best used for high-reliability products that require stronger connections between layers.
Aerospace and military products are most likely to require this type of mounting as these products experience extreme accelerations, collisions, or high temperatures.
Useful in test and prototyping applications that sometimes require manual adjustments and replacements.
1.27mm vertical single row female header, 1.27mm vertical dual row female header, 1.27mm Elevated single row female header, 1.27mm Elevated dual row female Header, 1.27mm right-angle single row female header and 1.27mm right-angle dual row female header are some examples of Antenk products with through-hole mount type.

Surface-Mount
The most common electronic hardware requirements are SMT.
Essential in PCB design and manufacturing, having improved the quality and performance of PCBs overall.
Cost of processing and handling is reduced.
SMT components can be mounted on both side of the board.
Ability to fit a high number of small components on a PCB has allowed for much denser, higher performing, and smaller PCBs.

1.27mm Right-angle Dual Row female header, 1.27mm SMT Single row female header, 1.27mm SMT Dual row female header and 1.27mm Elevated Dual Row female Header are Antenk`s SMT female headers.


Soldering Temperature for 1.27mm Pitch Female Headers
Soldering SMT female connectors can be done at a maximum peak temperature of 260°C for maximum 60 seconds.

Pin-Type: Vertical (Straight) and Right-Angle
1.27mm pitch female headers may be further classified into pin orientation as well, such as vertical or straight female header or right-angle male header.

Vertical or Straight Female Header Orientation
One side of the series of pins is connected to PCB board in which the pins can be at a right-angle to the PCB surface (usually called "straight" or [vertical") or.

Right-Angle Pin Female Header Orientation
Parallel to the board's surface (referred to as "right-angle" pins).
Each of these pin-types have different applications that fit with their specific configuration.


PCB Connector Stacking
Profile Above PCB
This type of configuration is the most common way of connecting board-to-board by a connector. First, the stacking height is calculated from one board to another and measured from the printed circuit board face to its highest insulator point above the PCB.

Elevated Sockets/Female Headers
Elevated Sockets aka Stacked sockets/receptacles or Mezzanine are simply stacked female headers providing an exact distance requirement between PCBs that optimizes electrical reliability and performance between PCB boards.

Choosing this type of stacking configuration promotes the following benefits:
Connector Isolation - the contacts are shrouded preventing cable connection mishaps and good guidance for the mating header connectors.
For off-the-shelf wireless PCB module, stacking height is optimized with elevated sockets.
Offers superior strength and rigidity.
Polarisation prevents users from inverted insertion.

Single, Dual or Multiple Number of Rows
For a 1.27mm straight or vertical female header, the standard number of rows that Antenk offers ranges from 1 to 2 rows. However, customization can be available if 3 ,4 or n number of rows is needed by the customer. Also, the number of contacts for the single row is about 2-40 pins while for dual row, the number contacts may vary from 2-80 pins.

Pin Material
The pins of the connector attached to the board have been designed with copper alloy. With customer`s demand the pins can be made gold plated.

Custom 1.27mm Pitch Female Headers
Customizable 1.27 mm pitch female headers are also available, making your manufacturing process way faster as the pins are already inserted in the headers, insulator height is made at the right size and the accurate pin length you require is followed.
Parts are made using semi-automated manufacturing processes that ensure both precision and delicacy in handling the headers before packaging on tape and reel.

Tape and Reel Packaging for SMT Components
Antenk's SMT headers are offered with customizable mating pin lengths, in which each series has multiple number of of circuits, summing up to a thousand individual part number combinations per connector series.

The tape and reel carrier strip ensures that the headers are packaged within accurately sized cavities for its height, width and depth, securing the headers from the environment and maintaining consistent position during transportation.

Antenk also offer a range of custom Tape and reel carrier strip packaging cavities.

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ShenZhen Antenk Electronics Co,Ltd , https://www.antenk.com