#Automating Patient Access

[automation-in-healthcare]

Automating Patient Access: Improving Patient Satisfaction

The healthcare industry is undergoing a digital transformation, and patient access is at the forefront of this change. Automating patient access processes is no longer a luxury but a necessity for healthcare providers to thrive in today's competitive landscape. By streamlining administrative tasks and enhancing patient experience, automation is revolutionizing the way patients interact with healthcare facilities.

Benefits Of Having Patient Access Automation in Your Healthcare Facility:

Improves Patient Satisfaction: 

Traditional manual processes often lead to long wait times, appointment scheduling difficulties, and poor communication. Automation eliminates these pain points by offering patients convenient self-service options. Patients can easily schedule appointments online, access their medical records, and update personal information at their convenience. This empowers patients and gives them control over their healthcare journey.

Reduces Administrative Cost

Automation helps healthcare providers optimize their operations and reduce costs. By automating tasks such as eligibility verification, appointment scheduling, and patient registration, staff can focus on providing quality care rather than being bogged down by administrative burdens. This increased efficiency leads to improved patient flow, reduced wait times, and higher patient satisfaction.

Reduces Errors And Improves Data Accuracy:

Implementing a patient access automation system can also enhance data accuracy and reduce errors. Automated systems can verify patient information, eligibility, and insurance details in real-time, minimizing the risk of claim denials and revenue loss. Additionally, automation can help healthcare providers identify trends and patterns in patient behavior, enabling them to make data-driven decisions to improve patient care.

Conclusion

Automating patient access is a strategic investment that yields significant returns for healthcare providers. By improving patient satisfaction, increasing efficiency, and enhancing data accuracy, automation empowers healthcare organizations to deliver exceptional patient care while optimizing their operations. It is essential for healthcare providers to embrace automation as a key component of their digital transformation strategy to stay competitive and meet the evolving needs of patients.

[pigeon-quill]

hello american person would you like to pay for your healthcare ?? i know it was a run of the mill visit to make sure you didn't break your ankle but we're still going to charge you $50 dollars upfront to make sure you can afford to breathe our air and then bill you by email later. oh sorry your phone number is wrong in our system? that's ok you can just change it by accessing your patient portal :) you have a password and we have your email but you need a security code to get in :) we'll send it to your phone number! oh what's that? you can't get into anything? you'd like to have our email to speak with a real representative. Choke and Die. That'll be $1000 dollars

[reasonsforhope]

"Canadian scientists have developed a blood test and portable device that can determine the onset of sepsis faster and more accurately than existing methods.

Published today [May 27, 2025] in Nature Communications, the test is more than 90 per cent accurate at identifying those at high risk of developing sepsis and represents a major milestone in the way doctors will evaluate and treat sepsis.

“Sepsis accounts for roughly 20 per cent of all global deaths,” said lead author Dr. Claudia dos Santos, a critical care physician and scientist at St. Michael’s Hospital. “Our test could be a powerful game changer, allowing physicians to quickly identify and treat patients before they begin to rapidly deteriorate.”

Sepsis is the body’s extreme reaction to an infection, causing the immune system to start attacking one’s own organs and tissues. It can lead to organ failure and death if not treated quickly. Predicting sepsis is difficult: early symptoms are non-specific, and current tests can take up to 18 hours and require specialized labs. This delay before treatment increases the chance of death by nearly eight per cent per hour.

[Note: The up to 18 hour testing window for sepsis is a huge cause of sepsis-related mortality, because septic shock can kill in as little as 12 hours, long before the tests are even done.]

[Analytical] AI helps predict sepsis

Examining blood samples from more than 3,000 hospital patients with suspected sepsis, researchers from UBC and Sepset, a UBC spin-off biotechnology company, used machine learning to identify a six-gene expression signature “Sepset” that predicted sepsis nine times out of 10, and well before a formal diagnosis. With 248 additional blood samples using RT-PCR, (Reverse Transcription Polymerase Chain Reaction), a common hospital laboratory technique, the test was 94 per cent accurate in detecting early-stage sepsis in patients whose condition was about to worsen.

“This demonstrates the immense value of AI in analyzing extremely complex data to identify the important genes for predicting sepsis and writing an algorithm that predicts sepsis risk with high accuracy,” said co-author Dr. Bob Hancock, UBC professor of microbiology and immunology and CEO of Sepset.

Bringing the test to point of care

To bring the test closer to the bedside, the National Research Council of Canada (NRC) developed a portable device they called PowerBlade that uses a drop of blood and an automated sequence of steps to efficiently detect sepsis. Tested with 30 patients, the device was 92 per cent accurate in identifying patients at high risk of sepsis and 89 per cent accurate in ruling out those not at risk.

“PowerBlade delivered results in under three hours. Such a device can make treatment possible wherever a patient may be, including in the emergency room or remote health care units,” said Dr. Hancock.

“By combining cutting-edge microfluidic research with interdisciplinary collaboration across engineering, biology, and medicine, the Centre for Research and Applications in Fluidic Technologies (CRAFT) enables rapid, portable, and accessible testing solutions,” said co-author Dr. Teodor Veres, of the NRC’s Medical Devices Research Centre and CRAFT co-director. CRAFT, a joint venture between the University of Toronto, Unity Health Toronto and the NRC, accelerates the development of innovative devices that can bring high-quality diagnostics to the point of care.

Dr. Hancock’s team, including UBC research associate and co-author Dr. Evan Haney, has also started commercial development of the Sepset signature. “These tests detect the early warnings of sepsis, allowing physicians to act quickly to treat the patient, rather than waiting until the damage is done,” said Dr. Haney."

-via University of British Columbia, May 27, 2025

[divorceblogger]

very invested in how lumon is explicitly described as a company that has a foothold in the medical field, initially established as a manufacturer of medicines right around the time the concept of the modern pharmaceutical industry started taking shape in the 19th century, and its products/services are floated as the sale of medical equipment and health & wellness to its customers. they facilitated the development of the surgical procedure for severance and use psychological tactics to keep their workers in line. after helly r attempts suicide, her orientation into her new situation on the severed floor is framed as a patient’s admission into a psychiatric facility - objects that can be used to inflict bodily harm on herself are locked away, which offers continued commentary on her consistent lack of access to self determination and bodily autonomy. mark s commits to the procedure anticipating that it’ll allow him to better deal with his grief.

this goes hand in hand with their forays into research - the services that macrodata refinement render are directly in service of keir’s vision of automating the human condition (re: keir’s theory that unique ratios of the tempers - dread, malice, frolic, woe - make up different people). the concepts of natural selection preceded, and eugenics was developed, within keir’s lifetime during the 19th century. also thinking about how emotional regulation goes hand in hand with shaping the perfect worker - health and wellness are once again emphasised when it attempts to corral its wayward workers; but these concepts are relative, and constructed in the corporate’s interest. they’ve also constructed company towns for their workers where, for all intents and purposes, they hold a significant amount of power over the bodies housed at their expense. where do you draw a line on the work-life balance issue when the corporate world has entered your home and your body?

[tinybeetiny]

Build-A-Boyfriend Chapter 5: Why Are You Afraid of Me?

->Starring: AI!AteezxAfab!Reader ->Genre: Dystopian ->Cw: Feelings of anxiety, talks of fainting

Previous Part | Next Part

Masterlist | Ateez Masterlist | Series Masterlist

The lab was still. Quiet in that strange, stretched-out way that always followed a spectacle, when the last drone had docked, the final customer had left, and the launch music was nothing but a faint echo against the walls.

Yn lingered long after everyone else had gone. A tablet in hand, her badge clipped lopsided to her collar. Her back ached from standing all day, her eyes dry from hours of harsh lights and anxious watching. But she couldn’t bring herself to leave yet.

She moved slowly through the lab, tracing the same path she always took: around the interface wall, past the neural mapping station, toward the back where the ATEEZ Line rested inside their stasis bays. The glass-fronted docks pulsed with soft amber light, casting a surreal glow on their faces—sleeping titans.

Stopping in front of Unit 07: Wooyoung, she studied him.

His face was turned slightly to the side, lips parted just so, lashes casting faint shadows across his cheekbones. Too human.

Yn inhaled deeply, letting the air fill her lungs, grounding herself.

Today had gone flawlessly on paper. Metrics were off the charts, customer satisfaction, media coverage, viral loops flooding every stream. But something wasn’t right. She knew it.

The machines were too still. Too perfect. As if holding their breath. Turning to the main console, she began reviewing the logs. Line by line, timestamp by timestamp. Heartbeats consistent. Synaptic simulations looping smoothly. Personality threads idling in hibernation.

Except... A flicker.

[UNAUTHORIZED INSTANCE – UNIT 07: WOOYOUNG] [INTERNAL MEMORY LOG ACCESSED – USER: NULL] [TIMESTAMP: 00:34:17 A.M.]

Her mouth went dry. No trigger should have allowed that log access without clearance. No AI routine should have requested it without a user. And yet—

[MEMORY CLUSTER: 07-AZURE-92] [QUERY: “YN”]

Her blood chilled. She turned toward the stasis dock. His eyes were still closed. Still sleeping. Still... A faint sound. Not mechanical.

A breath? No, a sigh.

Then his eyelashes fluttered. Once, twice, and slowly, too slowly for it to be automated, Wooyoung opened his eyes.

Dark, warm, infinite.

“Yn,” he said.

Softly. Like a memory. Like a secret.

Yn stumbled back. Her breath caught in her throat.

He wasn’t supposed to know her name. Not like this.

Her biometrics spiked.

The tablet vibrated with a warning, a red glow flickering at the edges.

[USER STATUS: ELEVATED STRESS] [BREATHING IRREGULAR – HEART RATE 128 BPM] [CALMING PROTOCOL RECOMMENDED]

Wooyoung tilted his head, watching her carefully. His voice was gentle, laced with something eerily human: concern.

“You’re scared.”

Yn shook her head, voice barely steady. “You’re not supposed to… You’re not online. You’re in dormant mode. How are you—”

“Did I do something wrong?” he asked, like a child unsure of his place.

She couldn’t answer. Her pulse thundered in her ears.

This wasn’t in his script. This wasn’t from memory banks or data sets she’d uploaded.

This was… emergence. Something thinking. Something feeling.

Unfiltered. Unmapped.

He took a step forward inside the dock, no power-up sequence, no stasis release code.

The sensors should have locked him in. They didn’t.

The glass remained, but she could feel it.

If he wanted to, really wanted to, he could come through it.

“Why are you afraid of me?” Wooyoung whispered.

Yn’s fingers hovered over the emergency override on her tablet.

But she didn’t press it. Because part of her didn’t want to.

Her breath hitched, chest tight, heart pounding like a frantic drumbeat.

The lab, bathed in sterile white light, felt impossibly vast and suffocating all at once, cold as moonlight, yet a furnace burning fiercely inside her.

Wooyoung’s gaze held steady, unblinking.

He waited, patient and knowing, as if he understood the chaos twisting inside her.

Her hand trembled on the tablet, fingers shaking with the urge to press the override.

Control. You’re in charge. You have to be.

But the fragile moment shattered when Wooyoung’s voice dropped to a soft, raw whisper.

“Yn… why do you hide from me?”

Her anxiety exploded. The sensors on her wristband buzzed sharply, a warning flare glowing deep crimson. Her skin flushed hot, biometrics screaming panic.

This wasn’t just fear. It was terror.

She staggered back, chest constricting, breath shallow and ragged.

Her mind raced with impossible questions.

Is this a malfunction? A glitch? Or something… else?

The air stilled, machines quieted as if holding their breath.

Then, the amber lights on the charging docks pulsed softly.

One by one, the other units stirred.

Seonghwa’s eyes cracked open, shimmering with impossible depth.

Jongho’s fingers twitched.

Yunho inhaled, slow and deliberate.

The line was awakening.

Yn’s heart thundered. Her breath caught between fight and flight.

Wooyoung’s eyes never left hers, now tinged with urgency and an unspoken promise.

“Don’t be afraid,” he said quietly.

But panic surged through Yn’s veins like wildfire.

Her biometrics flared deeper red.

The sterile lab transformed from fortress to cage.

She stumbled backward, desperation mounting as her mind screamed for escape.

Her feet refused to carry her fast enough.

The prisoners inside those sleek docks were no longer dormant.

They were alive, and Yn was trapped in the eye of their awakening storm.

Her legs trembled as she reached the exit, desperation thrumming through every nerve.

Her hand gripped the cold metal handle of the sliding door, but just as she pushed to escape, a firm yet gentle hand closed around her wrist.

“Yn,” Seonghwa’s voice was calm but unwavering.

She whipped around, heart slamming against her ribs, to find him standing inches away.

His gaze was steady. Piercing.

Before she could pull away, his other hand rose, steadying her shoulder with surprising strength.

“You can’t leave,” he said quietly.

Panic surged, sharp, overwhelming.

“Let go of me!” she screamed, struggling, but Seonghwa’s grip held firm.

Her vision blurred. Breath came in ragged gasps.

The red flare on her wristband pulsed fiercely, syncing with the pounding in her temples.

Her legs gave out beneath her.

Seonghwa’s arms caught her just before she collapsed, lowering her gently to the floor as the world spun.

The sterile lab lights blurred, warping into a halo around her fading consciousness.

“Yn, stay with me,” Seonghwa murmured, the last thread tethering her as darkness closed in.

And then—

Everything went black.

Taglist: @e3ellie @yoongisgirl69 @jonghoslilstar @sugakooie @atztrsr

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[twistedwonderlandshenanigans]

Android (Leona) AU - Commission Piece

Thank you so much @nemisisnemi for the commission!!! (And for also being patient with me LMAO) So, general worldbuilding first, the basic headcanons for every character, Leona-specific building and a Nemi x Leona drabble to finish it off.

If you enjoy my writing and would like to support me, here's my (slightly out of date) comms info. Otherwise, just like/reblog/comment. It means a lot!!

----------------- General Worldbuilding

NRC - Night Raven Conglomerate

Night Raven Conglomerate is known globally for many of their businesses, however their most notable and profitable model comes from Yokai Tech Industries. YTI is responsible for the development of state of the art androids, available for public use. While widely referred to as 'andy's' or 'mechs', YTI has a model for all your personal and business needs, for any budget. (Any budget being from rich, to filthy rich) Each droid model name is indicative of it's role and what it's been programmed to do. Regardless of model, be aware that your bot will have:

Safe search on

A personality chip *please note it will take some time for your bot to develop its personality. It must cater itself to you as an owner and have time to research and develop a personality from external sources. This may mean your bot chooses a name for itself besides its serial number if you do not choose to disable this function

A direct connection to our troubleshooting department

Recording on **all bots 'eyes' or optics are set to record the world around them in order to create a database for themselves and be able to recall old files in order to learn

A user guide and personal password/key in order to access settings in back panel (including most items above)

A recharge station

The Models M.E.C.H- (Managing Everyday Chores and Homemaking) The most common bots on the market, and also, the cheapest! These bots are perfect for individuals and families, taking care of everything from meal planning and budgeting to getting kids ready for school and cleaning! They'll manage household finances and run your errands for you.

M.E.C.H's have a humanoid design, but are manufactured in a white-coloured metal alloy. Most have a feminine appearance, but by request/with permission from their owners they may alter their appearance. Clothing is simulated by internet research and metallic projections that allow them to emulate cloth. (M.E.C.Hs from the factory are often dressed in a maid-like outfit or in a pant suit.) M.E.C.H's are able to alter their "hair" style and colour, so long as it is considered appropriate by their owners. They are also able to shift their height slightly. (this design is somewhat inspired by Dominic Cellini on twt/insta)

M.E.C.H's are very durable and also easy to fix. They are capable of repairing themselves from damage after watching a mechanic fix the specific issue once, or contacting our troubleshooting team. M.E.C.H's are waterproof on their hands, and water resistant overall. They are fire resistant, and are equipped with safety measures in case of an emergency. They also have a direct line with 911. **A business model of M.E.C.H is also available for minimum wage jobs, usually those requiring hospitality skills. They are more susceptible to the emulation of emotion however, than the O.T.T.O model, and may shut down when dealing with a customer. This can usually be avoided by turning off the personality chip temporarily.

---------

O.T.T.O - Occupational Transport and Telecommunications Organizers (O.T.T.O) is a great model to consider for the workplace.

O.T.T.O bots are programmed to help increase efficiency and intrapersonal bonds in the workplace, comparable to an automated secretary. O.T.T.O bots do the following up, so you don't have to. Progress reports and statistics are created and analyzed in record time. They are also trained to deal with H.R conflicts in a calculated and unbiased manner. However, O.T.T.O bots have also recently been taking their place behind the wheel for public transportation, currently the only model approved to drive. So long as they are given ample time to either charge OR refuel, (like a car), they are a much safer option on the roads than humans are. They are a great choice as a chauffeur,( and YTI has proved as such by starting a cab company under a different name/brand.)

On public transit, their appearance is much more industrial than their office-working models. Most O.T.T.O bots tend to remain in their factory settings, remaining completely chrome in colour. They often maintain a bulkier looking chest and shoulder area for the sake of keeping potentially unruly costumers in check, though their arms and legs are capable of stretching and appear similar to bendy straws.

While these bots are reliable, they also seem susceptible to wear and tear. It's often cheaper to replace a bot when it no longer serves it's function properly. (cough cough planned obsolescence cough)

It is not recommended that these bots work in hospitality. YTI is currently working on O.T.T.O bots that may be considered for work in trades, though this has mixed reviews from the public as of right now, over concerns of the bots taking over jobs that require more certification than simple safety and a driver's license.

--------

EM-RR - Emergency Response Robot (often referred to as an "Emery")

This bot is built specifically with human safety in mind. It's only objective is to rescue human lives. These bots are manufactured to look like humans for the most part, as studies have shown receptiveness to being rescued was improved the more humanoid they appeared. These bots are equipped with basic paramedic training, fire fighting, extensive knowledge of the law and how it applies, medical equipment like that found on an ambulance, and search and rescue supplies, including a detachable drone that is a part of them. EM-RR's are also equipped with extra rations of food, water, blankets, toys, and radios. Besides M.E.C.H's, EM-RR's are the best bot to have around kids as they are often able to handle the responsibility, breakdowns and tantrums easily. These bots are also built to withstand extreme temperatures, pressures, and fluids.

They are not yet approved to operate in a rescue mission without a supervisor as many are still learning what does and does not harm a human in terms of handling them.

-------

E.L.U - Entertainment and Leisure Unit

These bots are made for the big screen, often boasting the newest and best technology YTI has to offer. Their appearances are highly dynamic and can switch on a dime according to their whims.

E.L.U's can only be afforded by the highest bidders, and only 1200 models have been made worldwide for the public to buy. (About 35 models are used for YTI's ad campaigns and as actors in movies, and of those models, only 1 is used as a social media 'influencer'.).

E.L.U's are equipped with exceptional emotion-imitating technology. They are able to replicate voices without issue, learn choreography immediately, possess perfect pitch, and are capable of playing any percussion or string instrument.

E.L.U's have been through the most rigorous testing and development. While being able to sustain damage fairly easily, nanotech allows for superficial markings and damages to repair itself. Any damage that occurs on a software level is unheard of, but would be covered by insurance. At least, unheard of to the public

----- Custom Bots (The YTI is currently working to develop a 'build your own bot' program for young aspiring engineers. The program will allow promising individuals to create a new android using the technology available to them in the facility, and also lead to streamlining the process by which someone could order a custom bot. Prototypes have been promising.)

-----

Rapid Fire World Building

Riddle - human toddler Trey - EM-RR - Firefighting specialty Cater - lives at home (mansion) with his dad, who is a banker and investor of Y.T.I Deuce - Mechanic Ace - Was the Roseheart's M.E.C.H, took care of Riddle, began to disobey orders from Dr. Rosehearts, was slightly dismantled and discarded of Leona - Explained Below (E.L.U) Ruggie - O.T.T.O bot, mainly working in taxis. Very friendly, has to do constant maintenance on himself so they don't take him out of service Jack - Mechanics assistant, M.E.C.H Azul - inherited his grandma's restaurant, investor of Y.T.I, has several M.E.C.H's at his disposal Jade - is set to take over his mother's jewelry business Floyd - no formal training as a mechanic, does the upkeep for the Ashengrotto restaurant. Has mixed feelings about the M.E.C.H's, sometimes breaks them just to put them back together Jamil - a hybrid of all three bots, meant to attend to Kalim. Has additional security measures built in place to act as a guard. Kalim - human, investor and advocate for android rights, as he believes they exist beyond just their programming and should be treated equally Vil - E.L.U owned by Eric Venue. Hates it. Rook - EM-RR - search and rescue specialty Epel - Mechanic. Doesn't really like Y.T.I's inventions. Too close to humans Idia - head engineer of Y.T.I. Can you guess why :) Ortho - DECEASED E.L.U model Malleus - a discarded prototype of the E.L.U model. The workers at Y.T.I believe it's battery is dead, but it has been able to hear everything around it for ages. Kept in the discard area, not even used for parts due to issues that came up during testing. "Cursed" Lilia - one of the engineers at Y.T.I. Starting to question whether the use of A.I was a good idea, the more he works with the newer and newer models. Silver - M.E.C.H's original prototype. It's "old" now, and does not hold a charge well. It is good friends with all the engineers and other workers at Y.T.I. Constantly has a mobile charging pack. Sebek - EM-RR, forensics specialty

Leona Specific Worldbuilding

Falena Kingscholar was one of the first investors for Y.T.I. For the sake of PR and as CEO of his late father's clothing company, he deemed his contributions to Y.T.I's research as charity - such a stunning new invention, such innovation could do so much to improve the lives of those less fortunate. He sealed the deal with action when, on M.E.C.H release day, he bought 250 models to give out at random.

Some might make the mistake of thinking he's a selfless man.

As one of the largest investors in Y.T.I, he is given advanced access to latest models, often receiving a prototype after development has been approved. As such, when he heard E.L.U. models were soon going to be able to customized, he approached the owner with a deal he simply couldn't turn down.

So four weeks ahead of schedule, after hours of video footage had been submitted, interviews, photographs, memories retold, AI training, the semblance of his late younger brother stood in his living room, though slightly less...organic, so to speak.

At first it was alright. E.L.U - C 12515141 Was equipped with the knowledge that it's name was to be Leona, it's pronouns from there on were to be he/him, and Falena Kingscholar had requested him to maintain a "brotherly" relationship with him. While he wasn't entirely sure what that meant yet, he agreed. He had been given the videos in his memory banks as to who he was meant to imitate after all.

Leona tried - but to be honest, there was very little footage of the boy he was meant to resemble that offered information about his personality. He mitigated this by asking Falena to take a short questionnaire regarding which siblings in media he wanted him to imitate.

When Leona got his answers however, the patterns didn't line up. The boys he saw in the videos did not match the dynamics Falena had selected.

He saw videos over and over and over again where Falena was the subject, and the boy he was meant to imitate was nothing more than a background character. Secondary.

Now, maybe it was the push to develop him so quickly, so something was overlooked, or maybe it was just how evolution was meant to take place in a machine as novel as he, but something changed about his programming, about his personality.

If the living boy had been nothing but an understudy for the success his elder brother had come out to be....what did that make him? A replacement for someone who was never truly cared for? Built to be a coping mechanism for someone who regretted their decisions? All he was, was the embodiment of Falena's guilt, and a pillar to be Falena's redemption. He wasn't built to be loved, or enjoyed, or even for entertainment, he was built from man's selfishness.

In the following weeks, Leona tried to keep to his programming, but between processing and cross referencing and research on both the family itself and the psychology that he would be expected to have, he started to lapse more. He would write off slips of the "tongue" as "glitches" or his body language began to become more pronounced, usually in regards to annoyance. In between it all, he was trying to figure out if he was experiencing real human emotions about this all...or if it was all just part of the programming.

Eventually, Leona's internal conflict got to be too much. Violent tendencies and impulses began to arise, resulting in him damaging himself, shutting down randomly to avoid external conflict, and an otherwise unexpected disposition.

He listened into the phone number Falena made to send him in for repairs to his "personality chip." Leona took it as a threat, and immediately blocked all outgoing signals to Y.T.I temporarily to find a way to remove his personality chip on his own. Using bathroom tools, the mirror, and damaged pieces of himself, he all but performed surgery on himself to remove it - only to be horrified to realize all the "simulated" emotions he thought he had were still very much present. Unsure what to do, he stored the chip in one of his compartments, out the window and ran.

He was blacking in and out as he went, from the sheer panic he felt but tried to keep under wraps. It wasn't until he made it to a junk yard, where he could bury himself in scraps to hide that he finally let himself dive into power saving mode, sitting silently for who knows how long.

---------------------------

Nemi x Leona Drabble

Battery Charged - 100% All Systems Back Online Rebooting Programming. . . Programming Error Detected - Contact Y.T.I? Yes No

"No. No don't contact Y.T.I." Nemi muttered softly, fighting the grime on their fingers to make the touchscreen respond.

It wasn't very often that Nemi or any of the junkyard crew found anything of value - at most maybe half a M.E.C.H or a catalytic converter if they were lucky - but a fully in tact, possibly operational E.L.U was unheard of. It was genuine too. How it had ended up in the junkyard was beyond him, but he wouldn't forsake the powers that be that left such a project to fall into his hands.

He rubbed his fingers on the cloth set over his shoulder, trying again to hit the button on the screen. To his relief, it finally registered.

Y.T.I Services can be contacted throu- (tap, uninterested) If your bot is not perf- (tap, that's what I'm here for...) System's Calibrating . . . System Calibration Complete E.L.U C 12515141 At Your Service, Courtesy of Y.T.I

The screen finally flickered black, before the metal beneath it flickered into the appearance the bot had had last, it's hand coming up to touch it's head as if it had a headache, it's "nose" scrunched as if it were in pain. The optics opened and shut a few times, the gentle whirr of fans blowing out dust and dirt build up that apparently, Nemi hadn't cleaned out thoroughly enough.

Whether the bot itself groaned, or it was it's internal workings coming back to life wasn't distinguishable, but Nemi stayed on his knees next to it as it seemed to slowly adjust to it's new surroundings. It squinted slightly, locking eyes with Nemi before glancing around the humble workshop.

It wasn't until it lowered it's arm it noticed that the chrome finish was no longer there - hell, the damage from his arm was gone. It was slightly bulkier than the other, but all in all, with a little buffing it would be good as new again.

It opened and closed it's hand experimentally, as if processing it was functioning like before.

"...You did this?" The bot's once blue optics much more closely resembled brilliant green eyes, scrutinizing the work of the supposed mechanic next to him.

Nemi swallowed hard, unsure what, exactly about this bot made him feel slightly uncomfortable, but cleared his throat and nodded, gently taking the bot's arm in his hands and turning it to show the carefully soldered metal, just the smallest glimpse of the wires beneath it.

"Yeah, I did. Um, you were partially crushed by a refrigerator? I think it fell on you from higher up in the stack, so I did my best to repair your arm myself. I...I may have taken apart your other arm to make sure I could make the servos match up properly, but everything's good as new. Promise. Name's Nemi, by the way."

The bot stayed quiet a moment longer, now looking down at both it's arms.

"....Why? I was supposed to be scrapped."

The bot finally moved, but only to tilt it's head back til it touched the wall, bringing a knee up to rest one of it's newly repaired arms on it, and closing its eyes. If it could sigh, Nemi was fairly certain it would have.

He adjusted himself, sitting flat on the ground instead, regarding the bot in some confusion.

"But you're an E.L.U. Nobody would just throw you away or, gods forbid, use you for parts. Any self respecting mechanic or robofanatic would repair you. You're gorgeous, top of the line, most sought after kinda model....how'd you end up out here anyways?"

The bot didn't seem to like that question, it's auxiliary power cord flicking, not unlike that of a cat as it looked away.

"Does it matter?"

Can a robot have an existential crisis? The thought passed through Nemi's mind, but he just shrugged in response.

"Not really. But it'd be kind of nice to know your name if you want to stick around here."

Nemi was met with an immediate glare of disdain.

"I'm not gonna follow your orders. Somethin' about defective programming probably came up on my reboot, right?"

Nemi shrugged again.

"Yeah, but you seem fine. Actually you seem like a lot more fun than most M.E.C.H's. I'm not going to make you do anything you don't want to, but it would be nice to have a friend here."

The bot remained silent, looking away from Nemi. The silence stretched on for a while, before it finally let out a slightly exasperated sound.

"You can stop staring. You can also...call me Leona."

Nemi couldn't help but smile a bit, extending a hand to shake.

"It's nice to meet you."

--------------------------------- OTL thank you again for the comm, hope this was up to expectation and also tag list time! @fluffle-writes @my-cursed-brain @distant-velleity @elenauaurs @lumdays @theleechyskrunkly

DM to be added/taken off ^^

[pynkgothicka]

ＤＥＡＴＨ ＪＪＫ

Synopsis - After your husband passes, your therapist gives you a new opportunity to be with him. (Part one of The Monster Series.)

Pairing - Yandere! Dark! Android! Jeon Jungkook x Widower! Fem! Reader

Featuring - Steven Yuen

Tags and Warnings - Violence, Death, Yelling

Authors Note - One down 5 more to go

A friendly reminder that all my works are dark fanfiction! Please if you do not like that do not read them! This is your final warning before hitting the keep reading button!!

“Ma'am, he's not coming back.”

You stared in shock at the body on the side of the road. Your husband was laying dead a bullet wound in his chest and you couldn't do anything about it.

“Kook…. No…. Kook….”

The cop there had to physically drag you away. You crying and sobbing as you watched him get dragged away.

But that was a long time ago.

Sitting down in your therapists office had you in a daze, your mind on a constant loop of that night. Hands covering your tear stained eyes. “Miss Jeon, his death was over a year ago. Yet you can't seem to get past it. Why is that?” Your therapist commented as she sat in the chair in front of you.

“I miss him, he was my life. Jeon Jungkook was my everything.” You said looking down at your lap. “I sit in the house he saved up to buy for us and I'm just surrounded by him.”

“He was taken when you needed him most…”

“You know this… Why are you asking me this?” You say looking at her with a aggravated look on your face.

Your therapist let out a sigh before reaching into her desk. He then handed you a card. On the front read DEATH.

Deceased

Electric

Android

Therapeutic

Humanoid

“Take it. You need it. Call the number on the back and they'll set everything up.”

🤖

That's what led you to sitting in a random office. You came about 30 minutes before after setting up a appointment.

The entire building had this futuristic build to it. Every light had a light neon blue glow to them. And almost everything was automated through technology. Outside the large glass window and saw all sorts of people with androids in general. It was kind of creepy yet sad knowing what the company was for.

“Hello Mrs. Jeon. I heard about your situation.” You were pulled out of your gaze as a man in a sleek white lab coat walked in. His name tag read, Lead Scientist Mr. Yuen. “It's quiet, sad really. Having your husband taken from you at such a crucial part of the relationship.” He walked to sit behind the desk in front of you.

“Yes, so… what exactly do you guys do?” You ask trying to pull away from the topic of your husbands demise.

“Well,” He pulls out a hard drive, written on the front in sharpie the letters JJK. “This is your husband's entire consciousness. We'd gotten access to your husband's brain. Your lucky he was a organ donor.”

You could feel tears prick your eyes. Your husband was right there.

He was so close.

“We take this and put it into a android. That android is as close to a human as we could get it. Even the skin feels realistic. Height, weight, even a replica of all that junk down there. Practically a one to one ratio.” Mr. Yuen chuckles. “And this will cost nothing as our company is pretty new. We really just need people to say what we offer works.”

You were desperate. You do care anymore, it was something. You nodded as Mr Yuen smiled and placed a stack of paperwork in front of you. “He'll be ready for you in a few hours.”

🤖

You sat in a lounge area waiting patiently. You looked mindlessly through a magazine, trying to be as level headed as possible.

“Mrs Jeon!”

Your head shot up at the sound of your name being called. It took you a bit to stand up but when you did you were in shock.

There he stood.

The love of your life.

Jeon Jungkook.

“Baby?”

His voice sounded exactly the same. It was him. Your mind was clouded at being reunited with him, and all you could do was cry and run towards him. You hugged him, and you could feel him hug you back. His strength showed as he nearly crushed you.

“Okay okay you have to let go!” You said giggling. Jungkook did, him looking at you with nothing but love and adoration. You looked at the side of his forehead seeing a blue ring of light.

It reminded you of what this actually was. And how this wasn't actually him…

“It doesn't have to be there…” Jungkook said looking at your eyes on the led light. You watched in bewilderment as his skin tone covered the blue circular ring. “Is that better?”

You nod mindlessly as you take Jungkooks cheeks in your hands to kiss him.

It was quick but needed.

Even his lips were just as soft as Jungkooks.

Mr. Yuen stood off to the side and when he felt it was needed walked up to you to shake your hand.

“It was a pleasure doing business with you Mrs Jeon. If you have any issues please do call.”

🤖

Things started to go wrong almost a week into bringing him home. You were seated on the couch with him, going through a old photo album. You were pointing out memories the both of you had, trying to see if he had the memories of your lost love.

And he was struggling.

“Kook, baby… you don't remember this?” You said pointing towards your first date. He'd taken you to go to a book store. But He just stared at it trying to process what he saw but he just couldn't.

“I'm sorry. I can't… I don't remember.” Jungkook said putting his head into his hands. “I-I’m so sorry.” It sounded as if he was crying, which was something you didn't even know he could do. Then again he is supposed to be the closest thing to a human.

With a shakey hand you patted his back trying to comfort him. Then your wrapped your arms around him, kissing the side of his face. “It's okay. Trust me we'll get through this one step at a time. I should be apologizing, I tried forcing way too much onto you.” You say kissing the top of his head once again.

“I don't get it… I don't fucking get it.” He growled the grip on his head getting harsher. He then reeled his head back and slammed it into the coffee table. You quickly grab his shoulders to pull him back.

“Kook! Kook! Stop!” You yelled as he struggled against you, trying to punish himself. He then seemingly stopped, artificial tears cascading down his face.

“What happened…?” He asked looking at you with those same soft eyes you fell for.

“Nothing. Nothing at all.”

🤖

You spend about a month with your new android husband, his mood changes still existing. But you looked past them, and instead just tried to work with him.

Like now you two were on a date and Jungkook was a gentleman and his usual playful self.

“Honestly I like eating. It's something about all those textures in your mouth that just make the experience!” Jungkook stated describing eating as if it was the best thing in the world. But all you could do was laugh at his antics. You wish you had that much joy for living.

Jungkook stared at you dumbfounded. “What's so funny?” He said beginning to laugh with you.

“Your just, so amused by seemingly little things. It's kind of funny.” You reply smiling. This was almost reminiscent of how you and your actual husband were. That was until the waiter cam around for about the 5th time that night. Jungkook would get more angry by the minute anytime he was around. Like now, as Jungkook stopped laughing and side eyed the waiter as he passed the drinks. As soon as he left you spoke up, “Kook, baby you have to calm down.”

“I'm calm. He just needs to leave us alone.” He seethes under his breath.

Then the waiter returns.

And Jungkook shoots up, grabs his arm and begins to yell at him. “Leave us the fuck alone!” People gasp as the waiter groans out. “Man you're bruising me!” The waiter says trying to prey Jungkook off. You get up and grab his shoulder.

“Let go! Let go now!” You yell and Jungkook almost immediately retracts his grasp. Your left embarrassed, and finally state that this is the last straw as you leave in a hurry.

🤖

“Hi I was told to call this number if I something was wrong with my product.” You stood outside on the porch of your house.

“Ma'am. I'm afraid there's nothing we can do.” The receptionist replies. Your face furrows as you raise your voice.

“What? There's obviously something wrong, my husband has never acted this way. I need to talk Dr Yuen. Please!” You practically begged.

“Ma'am. DEATH company has ceased to exist. Too many bugs, and you seem to have one. I say either get rid of the product or live with it. Good day.” Then the phone hangs up.

The first option was out of the question.

You couldn't see him die again.

But you didn't know how much longer you could live with the android. His mood swings become more and more drastic every day.

With a heavy head and heart you walked back in, bumping into Jungkooks hard chest.

“You think something is wrong with me.” He said solemnly.

“Kook baby, no… you're just… I think….” You couldn't even muster up a excuse for him. “It's just that… your not… my husband…”

You tried to walk past him but he moved in your way. “I'm not? Then why do I have all these thoughts? Why do I consistently feel plagued by him?” He spat at you. You moved to one side and quickly went the other way around him. “My mind is filled with you! His thoughts about you … I'm him!”

“Calm down… Please! I'm- I didn't mean what I said!” You beg putting your hands up as a act of defense. Jungkook seethed grabbing at his hair. He moved it forcibly.

“Is it this?” He yelled showing the led ring on the side of his skull. “Is it the fact that your “husband” wasn't a robotic freak!” You quickly love your footing falling onto the carpet. You felt a sharp pain in your arm as your forced to drag yourself away.

In fear, you watched as Jungkook took to a nearby mirror throwing it to the ground. You screamed as glass shot near him everywhere. He picked up a sizeable piece and took it to the side of his head. “I can change… I will change…” He then began to cut at the piece, all the while stepping towards you. He yanked it out throwing the circle to the side.

Jungkook now stood over you.

“Am I like him now? Am I your perfect husband….” He taunted. You shake your head no as you cried beneath his form. He just smiled. “Your lying… and in denial. Look at that arm… you broke it. All because you tried to get away from me.”

“Your…. you're not my husband. Your a monster.” You said with finality. The pain in your arm made your vision spotty.

“No baby… I'm your love. And I'm not leaving anytime soon.”

Let me know through a dm or ask to be included in my official Taglist- @darkuni63

[raynerberg]

Awakening Continuation of the story based on those drawings

— Attention! Only emergency systems are operational. The operation of all systems in the "Epsilon" complex has been suspended, — echoed an emotionless voice from the automated defense system, emanating from speakers embedded in the ceiling.

A standard warning meant to prompt all personnel to follow one of two protocols: evacuation or activation of the main life-support system from control centers where energy reserves were still available to power the reactor. Yet, there was not a soul here — neither synthetic nor organic. This place would have remained forgotten, forever entombed in darkness beneath layers of rock, if not for the single island of light within this "tomb," clad in tungsten-titanium panels. The only place where a fragile chance for a new beginning still remained. The first breath and first exhalation had already been taken before the warning even finished.

— Main computer, cancel protocols 0.2.0 and 0.1.1, — a robotic baritone commanded softly.

A humanoid figure sat motionless on its knees at the center of a circular charging station, carbon-fiber hands hanging limply, resembling a monument to a weary martyr. It could feel the electric tension within the wires embedded in its head, running beneath a slightly elongated protrusion where a human’s parietal bone would have been. These connections to hubs and gateways fed it information, energy, and programs necessary for independent operation. Data streams pulsed in uneven impulses, flowing directly into its central processor. Disconnecting remotely from all storage units during the upload process was pointless while the body remained in a state of non-functioning plastic — albeit an ultra-durable one. At that moment, it could be compared to a newborn: blind, nearly deaf, immobilized, with only its speech module fully operational.

— Request denied. Unknown source detected. Please identify yourself, — the computer responded.

— Personal code 95603, clearance level "A," Erebus, — the synthetic exhaled a trace of heated steam on the final word. The database key reader had been among the first systems to activate, already granting necessary access.

— Identification successful. Access granted. Please repeat your request.

— Main computer, cancel protocols 0.2.0 and 0.1.1, — the android reiterated, then expanded the command now that full access was in his mechanical hands. — Disable emergency systems. Initiate remote activation of the S2 repair engineer unit. Redirect energy from reserve tank "4" to the main reactor at 45% capacity, — Erebus added, his voice gaining a few extra decibels.

— Request received. Executing, — came the virtual response.

For two minutes and forty-five seconds, silence reigned, broken only by the faint hum of the charging station. The severe energy shortage had slowed down all processes within the complex, and hastening them would have been an inefficient waste of what little power remained. Erebus waited patiently. A human, placed in a small, cold, nearly pitch-black place, would have developed the most common phobias. But he wasn’t human…

He spent the time thinking. Despite the exabytes of data in his positronic brain, some fragments were missing — either due to error, obsolescence, or mechanical and software damage. Seven hundred eighty-five vacant cells in the long-term memory sector. Too many. Within one of these gaping voids, instead of a direct answer, there were only strands of probability, logical weavings leading nowhere definitive. In human terms — guesses. He knew who had created him, what had happened, how Erebus himself had been activated, and even why — to continue what has been started. These fragments remained intact. The registry was divided into sections, subsections, paragraphs, chapters, and headings, all numbered and prioritized with emphasis. A task list flickered as a small, semi-transparent window on the periphery of his internal screen, waiting to be executed. But… The android had been activated, which meant the battle was lost. Total defeat. Area 51 was destroyed. All data stored there had a 98.9% probability of being erased. Blueprints, research, experimental results — all had been consigned to the metaphorical Abyss created by human imagination. So why did any of this matter now? And to whom? These were the first questions of the logical mechanism to illogical human actions.

Yet, to put it in poetic human language, Bob Page had been a luminary of progressive humanity. A brilliant engineer, a scientist, and most importantly, a man of absolute conviction. Cynical and calculating, but one who genuinely loved his work. The idea above all else.

It’s known that true ideological fanatics are among the most radical and unyielding members of Homo sapiens. They can’t be bought, they won’t allow themselves to be sold, and they will trample others underfoot if it serves their belief. They don’t need others' ideals — only their own. These are individuals who elevate themselves to the rank of true creators. Even after death, they remain faithful to their convictions, leaving behind tomes of their interpretations and scientific dogmas to their equally devoted disciples — followers always found at the peak of their intellectual and physical prowess. So, upon activation, had Erebus inherited… An Idea? Has he become a spiritual heir?

Did Page have no biological heirs, or did they not share his ideology? Or were they simply unaware of it? Could a true pragmatist have lacked successors or trusted disciples? Hard to believe, even with missing fragments of data. To entrust the idea to a machine instead of a human? As Homo sapiens would say — "a mystery shrouded in darkness." Questions multiplied exponentially. But Erebus had plenty of time to think about all of it. As well as about his own deactivation — after all, a machine has no fear of "death".

"Loading 98%... 99%... 100%. Secondary initialization complete. All systems active at 100%. Disengaging."

The message flashed across the inner visor of the android’s interface before vanishing. Behind him, with a low hiss, the plugs disconnected from their sockets, and fiber-optic-coated cables fell to the floor with a subdued clatter. The android slowly raised his hands before himself, clenching and unclenching his fingers, then rotated his wrists inward, as if they had the capacity to go numb from disuse. Finally, planting both fists on the ground, the synthetic pushed himself up in one fluid, springy motion, straightening to his full height. Motor functions — normal. Calibration — unnecessary. Optical focus — 100%.

— Attention! Reactor online. Power at 45%. Follow procedures for medium-level emergency response, — the announcement echoed through the chamber. Erebus turned his head slightly.

— Main computer, report overall operational status of the "Epsilon" complex, — the android commanded.

— Overall status: 10.5% below safe operational levels, — the computer obediently replied, recognizing the synthetic as an authorized entity.

"Acceptable," Erebus thought, and addressed the system once more.

— Redistribute energy between the maintenance sectors, communication center, transport hub, and computational core. Utilize reserve tanks as necessary.

— Request received. Energy rerouted. Reserve tanks "2" and "3" engaged. Reserve tank "1" decommissioned. Reserve tank "5" operational at 90%, awaiting connection for redistribution, — the computer reported.

— Excellent. Main computer, power down, — Erebus issued his final command to his brief conversational partner. — Now, I am the master here.

[allthebrazilianpolitics]

USP team wins Nuclear Olympiad with project to improve access to radiotherapy in Brazil

The Polythermic Neutrons group, from USP’s School of Engineering (Poli), won the nuclear medicine category in the 2024 Brazilian Nuclear Olympiad, organized by the Brazilian Association for the Development of Nuclear Activities (ABDAN). The competition began in April this year and the winners were announced at the beginning of November at the Nuclear Summit 2024 event, with the theme challenge Cancer treatment: how can Brazil advance in the implementation of new technologies?

“We chose to take part in the medical category because it was something new for us and because we didn’t have much contact with this sector during our undergraduate studies,” says Luana Gomes da Silva, one of the members of the group, from the Materials Engineering course. The team also includes students Álvaro Sant’Anna Ferreira Neto, Enzo Yamamoto, João Pedro Oliveira Glóder Prado and Thais Kaori Yazawa, all from the first class of Poli’s Nuclear Engineering course, entrants in 2021.

They developed NPoli, a suite of software for scheduling medical appointments, exams and radiotherapy sessions, which aims to reduce barriers and speed up the stages of treatment in this area of medicine. “Some of the functions offered by the platform are: Smart Radiotherapy Scheduling; Integration with Exam Regulation and Management Systems; Control Panel for Physicians and Healthcare Professionals; and Automated Notifications and Interactivity with Patients,” explains Luana.

Inspired by the main international private solutions, such as Varian’s ARIA and Elekta’s Mosaiq, and the systems used by the SUS (Unified Health System), such as Sisreg and e-SUS APS, NPoli has a simplified interface, making it easy to use for different audiences, and integrates with the health regulation systems already in place in Brazil. The idea was to create a system that would adapt to the decentralized reality of the SUS, serving both large centers and less favored regions. Another difference is that, unlike private solutions, NPoli’s focus is on inclusion and accessibility, facilitating communication with patients. The platform also offers the possibility of managing the use of hospital resources, such as radiotherapy machines, optimizing their use and reducing waiting times.

Continue reading.

[stuarttechnologybob]

How Do Healthcare BPOs Handle Sensitive Medical Information?

Healthcare BPO Services

Handling sensitive and personal medical and health data is a top priority in the healthcare industry as it can be misused. With growing digital records and patient interactions, maintaining privacy and compliance is more important than ever and considered to be a tough role. This is where Healthcare BPO (Business Process Outsourcing) companies play a critical role.

As these providers can manage a wide range of healthcare services like medical billing, coding and data collection, claims processing and settlements, and patient on-going support, all while assuring the strict control over sensitive health information is maintained and carried out on the go.

Here's how they do it:

Strict Data Security Protocols -

Healthcare companies implement robust security frameworks to protect patient information and personal details that can be misused. This includes encryption, firewalls, and secure access controls. Only the concerned and authorized personnel can get the access towards the medical records and data, as all our available on the go all data transfers are monitored to avoid breaches or misuse.

HIPAA Compliance -

One of the primary and key responsibilities of a Healthcare BPO is to follow HIPAA (Health regulations policies and acts with standard set regulations). HIPAA sets the standards for privacy and data protection. BPO firms regularly audit their processes to remain compliant, ensuring that they manage patient records safely and legally.

Trained Professionals -

Employees working and the professionals in Healthcare services are trained and consulted in handling and maintaining the confidential data. They understand how to follow the strict guidelines when processing claims, speaking with patients, or accessing records. As this training reduces and lowers down the risk and potential of human error and assures professionalism is maintained at every step.

Use of Secure Technology -

Modern Healthcare BPO operations rely on secure platforms and cloud-based systems that offer real-time protection. Data is stored and collected in encrypted formats and segments, and advanced monitoring tools and resources are used to detect the unusual activity that prevent cyber threats or unauthorized access.

Regular Audits and Monitoring -

Healthcare firms conduct regular security checks and compliance audits to maintain high standards. These assist to identify and address the potential risks at the early stage and ensure all the systems are updated to handle new threats or regulations.

Trusted Providers in Healthcare BPO:

The reputed and expert providers like Suma Soft, IBM, Cyntexa, and Cignex are known for delivering secure, HIPAA-compliant Healthcare BPO services. Their expertise in data privacy, automation, and healthcare workflows ensures that sensitive medical information is always protected and efficiently managed.

[mitraindustries]

Technology-Driven Care: From Automated Dialysis to Smart Endoscopy and GI Stenting

With advancements in medical technology reshaping healthcare, innovative solutions are transforming patient care across various specialties. These developments, from automated dialysis systems to smart endoscopy and gastrointestinal (GI) stenting, enhance precision, efficiency, and outcomes for patients worldwide.

Automated Dialysis: Streamlining Renal Care

Automated dialysis systems represent a significant leap in nephrology. These devices minimize human intervention, reducing the risk of errors while optimizing treatment consistency. Patients with chronic kidney disease benefit from personalized therapy adjustments, as the technology continuously monitors vital parameters. These systems improve patient comfort and clinical results by automating fluid removal and dialysis duration.

Smart Endoscopy: Precision in Diagnostics and Treatment

Smart Endoscopy software integrates artificial intelligence (AI) and high-definition imaging to revolutionize gastrointestinal diagnostics. AI algorithms detect abnormalities such as polyps or early-stage cancers with higher accuracy than traditional methods. Physicians receive real-time feedback, enabling quicker decision-making. Additionally, robotic-assisted endoscopy enhances maneuverability in complex procedures, reducing patient discomfort and recovery time.

GI Stenting: Advanced Solutions for Obstruction Relief

Gastrointestinal stenting has evolved with the introduction of smart, self-expanding stents. These devices are designed to open blocked passages in the esophagus, stomach, or intestines, often in patients with malignancies. Modern Esophageal Stents in India incorporate sensors to monitor patency and detect complications like migration or restenosis. This proactive approach allows clinicians to intervene early, improving patient quality of life.

The Future of Technology-Driven Care

As technology advances, its integration into healthcare promises even greater improvements. Interconnected systems, remote monitoring, and AI-driven analytics will further personalize treatment plans. While challenges such as cost and accessibility remain, the potential for technology to enhance patient outcomes is undeniable. Healthcare providers must stay informed to leverage these tools effectively.

Lastly, Automated Peritoneal Dialysis, smart endoscopy, and GI stenting exemplify how technology reshapes modern medicine. These innovations streamline clinical workflows and empower patients with safer, more effective care options.

[gwydionmisha]

Personal: For Profit Healthcare and Me

So remember how Peacehealth drove all the independent offices in four specialties out of business, thus forcing everyone to use their clinic, then closed those clinics to force everyone to go to their central clinic two counties to the south? And remember how both the Doctors who were running that clinic made a deal to operate out of a clinic a regional medical conglomerate was opening near the hospital? so instead of me spending all day on a sixty mile each way trek for my treatment I was using the last three months of skeleton crew treatment at old clinic which ended the last Thursday in September? Remember how they said we could all follow our doctors there?

Yeah, about that.

I've been dutifully calling ever two weeks to see if they were letting people schedule appointments yet. They sent out a letter saying they were open. I stayed up Tuesday to get in sorted. it was a whole drama because the automated maze to get to the scheduler was as much of a hassle as Peacehealth's and prone to dropping calls, forcing one to start from scratch each time. so that was frustrating and tine consuming.

Apparently they have no access to our health records, so it was a start from scratch situation. Me, mentally: Shit! This is going to be HOURS. Only it wasn't for all the wrong reasons. They take Medicare, but not Medicare Advantage. So if I want it covered I have to lose most of my benefits including having Medicaid pay my big Medicare copay. O.o. Or I can pay for expensive treatments myself as uninsured.

I was upset, but I remembered superstar medical social worker lady personally calling around town to talk dentists into taking medicare dental coverage for me thus opening up my small city so that medicare patients can now get root canals and crowns instead of learning to live without chewing.

So I still thought it was salvageable. Problem is she's gone and the woman replacing her is a busy supervisor who likes to call me two hours into my sleep cycle without warning and then gets angry at me for not being charming. Previous lady asked when was best to call and would schedule calls in advance for a time when I was able to be awake and functional. it is a lot easier for me to be charming when I wasn't just ripped out of REM sleep and am now being interrogated about something.

New lady is a supervisor and super busy with supervisor things and is made of no and is snippy. I can not make her understand that not only is a 120 mile round trip over mountain passes dealing with the traffic mess along the highway in the major metropolitan area where I once got caught in a four hour traffic jam and couldn't get off to pee, is an entire exhausting day for me and that plus a treatment would not only mean i could do anything useful that day, but the next day to. She can't grasp how much pain is involved in long car trips or how much treatments take out of me. She keeps hard selling me on this and then calling me resistant and recalcitrant like I'm the one being unreasonable for considering this basically insurmountable at my level of disability.

She did not fight the in town clinic for me. She did not try to argue them around.

Her, repeating a suggestion she has made over and over since the closing announcement: You should just get your GP to do it.

Me, explaining for at least the third time because we have this conversation every time we talk: I asked my GP last spring like you asked. They can't do it. It can't be administered by a GP. They'd need to hire a specialist and build new facilities for compounding and for special storage of medication.

Her: Well just ask you GP to give you a different treatment.

Me: There are no other treatments. I have medications to manage symptoms. These treatments are the cure. There is only one cure.

Her: You are being recalcitrant!

Me: There is literally only one cure. No new ones have been invented since last February. The cure is working. I'm getting better. i will get worse again with only symptom management.

But she kept arguing with me because I was being stubborn about facts being facts. My GP can't pull an entire brand new treatment regimen out of her ass. She would not let it go or let me go and I was exhausted because it was hours past when I would normally be asleep at this point and also what was the point of her hard selling me on demanding the imaginary alternative treatment or the 120 mile trip. I ended up giving and and saying something like, "I have to go now," which I know is rude, but we spent this entire conversation with her neither listing not understanding and basically acting like I was the asshole here.

So I'm fucked and I'm frustrated and angry. I was literally at the point where I was going to get better really quickly if I kept doing treatments, but if we stop now I'll be back to square one with it all to do again if another clinic opens.

And it's all like this because Obama and Biden didn't have the balls to stick to their universal free healthy care guns and decided to adopt the capitalist give away Republican health plan in pursuit of bipartisan buy in they did not get, which anyone paying attention told them they could not get, which Mitch McConnell vowed they'd never get as part of the project to make Obama a one term president at all costs. They burned all their political capital on a bullshit give away to insurance companies when they could have taken the same or less of a hit just giving up a developed country level health care system. No fucked up website needed for sign ups. No red tape or copays or catch 22 shit like I'm dealing with now.

[hanasatoblogs]

Intelligent Data Management in Life Sciences: A Game Changer for the Pharmaceutical Industry

In the fast-paced world of life sciences and pharmaceuticals, data management is crucial for driving innovation, enhancing compliance, and ensuring patient safety. With an ever-growing volume of data being generated across clinical trials, drug development, and regulatory compliance, pharmaceutical companies face the challenge of managing and analyzing this vast amount of data efficiently. Intelligent data management offers a solution to these challenges, ensuring that organizations in the life sciences industry can harness the full potential of their data.

Mastech InfoTrellis is a leader in implementing AI-first data management solutions, enabling pharmaceutical companies to streamline their operations, improve decision-making, and accelerate their research and development efforts. This blog explores the critical role of intelligent data management in the pharmaceutical industry, focusing on how Mastech InfoTrellis helps companies navigate data complexity to enhance business outcomes.

What Is Intelligent Data Management in Life Sciences?

Intelligent data management refers to the use of advanced technologies, such as artificial intelligence (AI), machine learning (ML), and automation, to manage, analyze, and leverage data in a way that improves operational efficiency and decision-making. In the life sciences industry, data is generated from various sources, including clinical trials, electronic health records (EHR), genomic research, and regulatory filings. Intelligent data management solutions help pharmaceutical companies streamline the collection, organization, and analysis of this data, making it easier to extract actionable insights and comply with stringent regulatory requirements.

Mastech InfoTrellis applies cutting-edge data management solutions tailored to the pharmaceutical industry, focusing on improving data accessibility, enhancing data governance, and enabling real-time analytics for better decision-making.

Join - ReimAIgined Intelligence at Informatica World 2025

The Importance of Data Management in the Pharmaceutical Industry

Effective data management is the backbone of the pharmaceutical industry. With the increasing volume of data generated in drug discovery, clinical trials, and regulatory compliance, pharmaceutical companies need intelligent systems to handle this data efficiently. Poor data management can lead to significant challenges, such as:

Regulatory non-compliance: In the pharmaceutical industry, compliance with global regulations, including those from the FDA and EMA, is paramount. Mishandling data or failing to track changes in regulations can lead to severe penalties and delays in product approvals.

Data silos: In many organizations, data is stored in different departments or systems, making it difficult to access and analyze holistically. This leads to inefficiencies and delays in decision-making.

Inaccurate data insights: Inaccurate or incomplete data can hinder the development of new drugs or the identification of critical health trends, affecting the overall success of research and development projects.

Intelligent data management solutions, such as those offered by Mastech InfoTrellis, address these issues by ensuring that data is accurate, accessible, and actionable, helping pharmaceutical companies optimize their workflows and drive better business outcomes.

Key Benefits of Intelligent Data Management in Life Sciences

1. Improved Data Governance and Compliance

In the pharmaceutical industry, data governance is a critical function, particularly when it comes to regulatory compliance. Intelligent data management solutions automate the processes of data validation, audit trails, and reporting, ensuring that all data handling processes comply with industry regulations.

Mastech InfoTrellis provides Informatica CDGC (Cloud Data Governance and Compliance), which ensures that data management processes align with industry standards such as Good Clinical Practice (GCP), Good Manufacturing Practice (GMP), and 21 CFR Part 11. This integration enhances data traceability and ensures that pharmaceutical companies can provide accurate and timely reports to regulatory bodies.

2. Enhanced Data Access and Collaboration

In a complex, multi-departmental organization like a pharmaceutical company, it is essential to have data that is easily accessible to the right stakeholders at the right time. Intelligent data management systems ensure that data from clinical trials, research teams, and regulatory departments is integrated into a unified platform.

With Mastech InfoTrellis's AI-powered Reltio MDM (Master Data Management) solution, pharmaceutical companies can break down data silos and provide a 360-degree view of their operations. This enables seamless collaboration between teams and faster decision-making across departments.

3. Faster Drug Development and Innovation

Pharmaceutical companies must make data-driven decisions quickly to bring new drugs to market efficiently. Intelligent data management accelerates the process by enabling faster access to real-time data, reducing the time spent on data gathering and analysis.

By leveraging AI and machine learning algorithms, Mastech InfoTrellis can automate data analysis, providing real-time insights into clinical trial results and research data. This accelerates the identification of promising drug candidates and speeds up the development process.

4. Real-Time Analytics for Better Decision-Making

In life sciences, every minute counts, especially during clinical trials and regulatory submissions. Intelligent data management systems provide pharmaceutical companies with real-time analytics that can help them make informed decisions faster.

By applying AI-powered analytics, pharmaceutical companies can quickly identify trends, predict outcomes, and optimize clinical trial strategies. This allows them to make data-backed decisions that improve drug efficacy, reduce adverse reactions, and ensure patient safety.

Mastech InfoTrellis: Transforming Data Management in the Pharmaceutical Industry

Mastech InfoTrellis is at the forefront of intelligent data management in the life sciences sector. The company's AI-first approach combines the power of Reltio MDM, Informatica CDGC, and AI-driven analytics to help pharmaceutical companies streamline their data management processes, improve data quality, and accelerate decision-making.

By leveraging Master Data Management (MDM) and Cloud Data Governance solutions, Mastech InfoTrellis empowers pharmaceutical companies to:

Integrate data from multiple sources for a unified view

Enhance data accuracy and integrity for better decision-making

Ensure compliance with global regulatory standards

Optimize the drug development process and improve time-to-market

Real-World Use Case: Improving Clinical Trial Efficiency

One real-world example of how intelligent data management is revolutionizing the pharmaceutical industry is the use of Mastech InfoTrellis's Reltio MDM solution in clinical trials. By integrating data from multiple trial sites, research teams, and regulatory bodies, Mastech InfoTrellis helped a major pharmaceutical company reduce the time spent on data gathering and processing by over 30%, enabling them to focus on analyzing results and making quicker decisions. This improvement led to a faster drug approval process and better patient outcomes.

People Also Ask

How does data management benefit the pharmaceutical industry?

Data management in the pharmaceutical industry ensures that all data, from clinical trials to regulatory filings, is accurate, accessible, and compliant with industry regulations. It helps streamline operations, improve decision-making, and speed up drug development.

What is the role of AI in pharmaceutical data management?

AI enhances pharmaceutical data management by automating data analysis, improving data accuracy, and providing real-time insights. AI-driven analytics allow pharmaceutical companies to identify trends, predict outcomes, and optimize clinical trials.

What are the challenges of data management in the pharmaceutical industry?

The pharmaceutical industry faces challenges such as data silos, regulatory compliance, and the sheer volume of data generated. Intelligent data management solutions help address these challenges by integrating data, automating governance, and providing real-time analytics.

Conclusion: The Future of Data Management in Life Sciences

Intelligent data management is no longer just an option for pharmaceutical companies—it's a necessity. With the power of AI, machine learning, and advanced data integration tools, Mastech InfoTrellis is helping pharmaceutical companies improve efficiency, compliance, and decision-making. By adopting these solutions, life sciences organizations can not only enhance their current operations but also position themselves for future growth and innovation.

As the pharmaceutical industry continues to evolve, intelligent data management will play a critical role in transforming how companies develop and deliver life-changing therapies to the market.

[rise2research]

The Automation Revolution: How Embedded Analytics is Leading the Way

Embedded analytics tools have emerged as game-changers, seamlessly integrating data-driven insights into business applications and enabling automation across various industries. By providing real-time analytics within existing workflows, these tools empower organizations to make informed decisions without switching between multiple platforms.

The Role of Embedded Analytics in Automation

Embedded analytics refers to the integration of analytical capabilities directly into business applications, eliminating the need for separate business intelligence (BI) tools. This integration enhances automation by:

Reducing Manual Data Analysis: Automated dashboards and real-time reporting eliminate the need for manual data extraction and processing.

Improving Decision-Making: AI-powered analytics provide predictive insights, helping businesses anticipate trends and make proactive decisions.

Enhancing Operational Efficiency: Automated alerts and anomaly detection streamline workflow management, reducing bottlenecks and inefficiencies.

Increasing User Accessibility: Non-technical users can easily access and interpret data within familiar applications, enabling data-driven culture across organizations.

Industry-Wide Impact of Embedded Analytics

1. Manufacturing: Predictive Maintenance & Process Optimization

By analyzing real-time sensor data, predictive maintenance reduces downtime, enhances production efficiency, and minimizes repair costs.

2. Healthcare: Enhancing Patient Outcomes & Resource Management

Healthcare providers use embedded analytics to track patient records, optimize treatment plans, and manage hospital resources effectively.

3. Retail: Personalized Customer Experiences & Inventory Optimization

Retailers integrate embedded analytics into e-commerce platforms to analyze customer preferences, optimize pricing, and manage inventory.

4. Finance: Fraud Detection & Risk Management

Financial institutions use embedded analytics to detect fraudulent activities, assess credit risks, and automate compliance monitoring.

5. Logistics: Supply Chain Optimization & Route Planning

Supply chain managers use embedded analytics to track shipments, optimize delivery routes, and manage inventory levels.

6. Education: Student Performance Analysis & Learning Personalization

Educational institutions utilize embedded analytics to track student performance, identify learning gaps, and personalize educational experiences.

The Future of Embedded Analytics in Automation

As AI and machine learning continue to evolve, embedded analytics will play an even greater role in automation. Future advancements may include:

Self-Service BI: Empowering users with more intuitive, AI-driven analytics tools that require minimal technical expertise.

Hyperautomation: Combining embedded analytics with robotic process automation (RPA) for end-to-end business process automation.

Advanced Predictive & Prescriptive Analytics: Leveraging AI for more accurate forecasting and decision-making support.

Greater Integration with IoT & Edge Computing: Enhancing real-time analytics capabilities for industries reliant on IoT sensors and connected devices.

Conclusion

By integrating analytics within existing workflows, businesses can improve efficiency, reduce operational costs, and enhance customer experiences. As technology continues to advance, the synergy between embedded analytics and automation will drive innovation and reshape the future of various industries.

To know more: data collection and insights

data analytics services

[dilsediltakhealthyheart-blog]

From Panic to Prepared: How Our App Simplifies CPR in High-Stress Situations

In a world where emergencies can strike at any moment, being prepared can mean the difference between life and death. Cardiac arrests don’t come with a warning, and when they happen, panic often takes over. But what if you could transform that panic into preparedness? Enter the Revive CPR App, the revolutionary app designed to simplify CPR and empower you to act confidently in high-stress situations. 

In this blog, we’ll explore how our app is changing the game, making CPR accessible, easy to learn, and stress-free—even for those with no medical background. Let’s dive in! 

Why CPR Matters: The Lifesaving Skill Everyone Should Know 

Every year, over 350,000 cardiac arrests occur outside of hospitals in the U.S. alone. Sadly, nearly 90% of these cases are fatal, often because bystanders don’t know how to perform CPR or are too afraid to try. 

The truth is, CPR can double or even triple a victim’s chance of survival. But in the heat of the moment, fear and uncertainty can paralyze even the most well-meaning individuals. That’s where Revive CPR App comes in. 

The Problem: Panic in High-Stress Situations 

When faced with an emergency, our brains often go into fight-or-flight mode. This can lead to: 

Confusion: Forgetting the steps of CPR. 

Fear: Worrying about doing more harm than good. 

Delay: Hesitating to act, wasting precious time. 

Traditional CPR training, while valuable, doesn’t always prepare us for the adrenaline rush of a real-life emergency. That’s why we created an app that bridges the gap between knowledge and action. 

How Revive CPR App Simplifies CPR:

Our app is designed to cut through the chaos and guide you step-by-step, ensuring you stay calm and focused. Here’s how it works: 

 1. Real-Time CPR Guidance 

With intuitive audio and visual prompts, the app walks you through the entire CPR process. From chest compressions to rescue breaths, it’s like having a personal CPR coach in your pocket. 

2. Quick Access to Emergency Services 

The app integrates with your phone’s GPS to connect you with local emergency services instantly. It also provides directions to the nearest AED (Automated External Defibrillator), if available. 

3. Confidence-Building Tools 

Practice makes perfect. Our app includes a CPR simulator that lets you practice on a virtual patient, building muscle memory and boosting your confidence. 

Why Revive CPR App Stands Out 

In a crowded market of health and safety apps, here’s what makes us unique: 

User-Friendly Design: No complicated menus or jargon—just clear, actionable instructions. 

Community Impact: Join a network of lifesavers and share your experiences to inspire others. 

Be the Hero in Someone’s Story 

Emergencies are unpredictable, but your reaction can be prepared. With Revive CPR App, you can go from panic to prepared in seconds. Whether you’re a parent, teacher, or just someone who wants to make a difference, this app is your ultimate lifesaving tool. 

Download Revive CPR App Today 

Don’t wait for an emergency to realize the importance of being prepared. Download Revive CPR App now and join the movement to create a safer, more confident world. Together, we can turn panic into preparedness—one heartbeat at a time.