#lics
Governing AI for Pharmacovigilance in Low-Income Countries: Systems Perspective
Governing AI for Pharmacovigilance in Low-Income Countries: Systems Perspective
Gaps in pharmaceutical governance could widen with the adoption of AI, even as AI promises better pharmacovigilance in low-income countries (LICs). While advanced regulatory systems like Australia’s are integrating AI into pharmaceutical governance, LICs with underdeveloped regulatory capabilities, such as South Sudan, lag behind. The potential divergence disorients the World Health Organization’s “Medicine Without Harm” agenda and effective global pharmacovigilance. Moreover, evolving global governance initiatives, including the newly established United Nations scientific panel on AI, may be hampered by this global divergence in capabilities. This makes 3 critical interrelated questions: what are the moral trade-offs in the introduction of AI in health care, what power dynamics impact the introduction of AI into health systems, and how could AI be used for pharmacovigilance in LICs? This viewpoint aims at informing global policies and regulations on AI in pharmacovigilance. It uses clinical, policy, and regulatory practitioner insights to synthesize evidence on the ethical, economic, and clinical contours of AI in pharmacovigilance. It contrasts the high-income context of Australia with the low-income context of South Sudan and shows that national capabilities are instrumental for institutionalizing global practice. It identifies current ethical challenges with applying AI and digital health, which straddle epistemic, normative, and metaethical domains, such as misguidance, cultural devaluation, and trust deficit. These filter into demerits observed with current applications of AI to pharmacovigilance, from the detection of adverse drug events and adverse drug reactions to the simulation of clinical trials. The merits of current applications are multiple and depend on data quality, ranging from the detection of adverse drug reactions to real-time surveillance of medical errors and predictive application to population risk quantification of adverse drug events. The widening gaps in global capabilities amid rapid evolution of AI suggest the need for inclusive global governance in the early stages, especially because AI may be deterministic and effects may not be retrospectively surmountable. The viewpoint also assesses the sufficiency of current evaluation frameworks, noting that health economic models currently lag in capturing gains and losses from the adoption of AI in health systems, digital health frameworks are largely retrospective and overlook sociopolitical and financial contexts, and influential service-oriented frameworks for health systems overlook outcomes. It observes that, although AI could be harnessed across the breadth of the pharmaceutical system, effective evaluation of potential risks is hampered by upstream decisions in software development and procurement, which preclude aspects of subsequent application. This introduces inscrutability and weakens clinicians’ role in risk adjudication, which may worsen with nonrepresentative evolution of AI. Using these insights and a case study on the low-income context of South Sudan, the viewpoint commends an integrated health systems framework and country-level investments in infrastructure and regulatory capabilities as requisites for effective global governance and equitable use of AI in pharmacovigilance.
dlvr.it
September 28, 2026 at 3:16 PM
ちなみにこの記事はLICSとCAVの違いがよくわからない or 名前を聞いたことがないくらいに距離感のある同業の人がターゲットの一部だったりします
September 22, 2026 at 11:29 AM
No rest for the wicked: I'm counting again. By the way this is me, not the collective `Women in Logic'. womeninlogic.org #womeninlogic logic-forall.blogspot.com/2026/09/coun...
Counting LICS again
I wish I could be bringing better news. I have been counting LICS committees again. All the numbers below come from two places, both publi...
logic-forall.blogspot.com
September 17, 2026 at 10:56 PM
I was the guy that owned the software budget/buying for a rocket company. (bozos). I got out the door just in time to avoid having to buy MS copilot lics, an AI engineering SW.

I’m not a “car guy”, just someone who wants to push the accelerator to the floor, go fast (controllably), in comfort.
September 10, 2026 at 5:28 PM
Wordle 1 902 6/6*

⬜⬜⬜🟨🟨
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🟩🟩🟩🟩🟩 #wordle1902
npth grob vief dwuc xyqs altz prkm njeo iwhb vgqu ylfc xdkt rjsz pahe wgmo infq ldbu yvsk jact rxmh gnze wpbf dvoq lics axuk jyzm npth
September 2, 2026 at 10:58 PM
To this day a question for America
Great lics
and
Are you experienced?
The Jimi Hendrix Experience released their debut album “Are You Experienced” in North America on this day in 1967. Released three months after the UK edition, it would include a slightly different track list and a more psychedelic cover.

Thoughts?
Favourite tracks?
#JimiHendrix
August 23, 2026 at 1:30 PM
4/ I support more cross-disciplinary study — but we only have one PhD (h/t @Francesco Amodio). Great if more economists took a qual methods class. Many would reasonably say their time is better spent on IO, macro, public econ for LICs, or cutting-edge econometrics.
August 22, 2026 at 4:00 PM
My reaction when I see your butt lics 🥵🥵
August 21, 2026 at 10:14 PM
On our next VON Grand Rounds webinar and discussion, Dr. Scott Guthrie will join Dr. Roger Soll to discuss alternative surfactant administration strategies, including practical lessons learned from disseminating SALSA in LICs. Continuing education is available for attending. #neosky bit.ly/GRSept26
August 17, 2026 at 1:25 PM
My immediate family in IL called it Baskin Robbins but did have relatives elsewhere, maybe st Louis or Indianapolis areas, who did sometimes say 31 Flavors. Btw I rarely chose Baskin Robbins because we had what I thought were better regional chains like Lics or GD Ritzy when I was a kid.
August 6, 2026 at 3:02 PM
Don't know ETFs from LICs? This beginner's guide to investing may help
Keen to invest but don't know where to start? Our expert breaks it down
If you've put it off investing because you've found the terminology intimidating, you're not alone. It can feel like a foreign language when you first start, but it's not as scary as it looks when you get into it.   
www.abc.net.au
August 3, 2026 at 6:37 PM
Squeeze it hard enough, and it squirts juicy lics.
July 29, 2026 at 10:03 PM
Online Now: Burden of 10 mental disorders in low- and middle-income countries, 1990–2023, with forecasts to 2050: a Global Burden of Disease Study
Burden of 10 mental disorders in low- and middle-income countries, 1990–2023, with forecasts to 2050: a Global Burden of Disease Study
Without proactive policies and interventions in LMICs and LICs, the age-standardized prevalence of mental disorders is projected to continue increasing through 2050. These findings highlight the critical need for proactive strategies to address the growing burden of mental disorders, particularly in resource-limited settings.
dlvr.it
July 29, 2026 at 3:27 PM
Wheels down for Dwayne Johnson at LIEA. 43m on N1089, the Bombardier Global 7500. FL360 cruise · ~325 gal.
#celebplanes #celebjettracking #privatejet #avgeek #dwaynejohnson #bombardierglobal7500
celebplanes.com/flight/13138
July 26, 2026 at 2:46 PM
Wheels down for Google at EGSS. 2h 21m on N10XG, the Gulfstream G550. FL430 cruise · ~969 gal.
#celebplanes #celebjettracking #privatejet #avgeek #google #gulfstreamg550
celebplanes.com/flight/13053
July 25, 2026 at 6:48 PM
Bremmer knows this

He also knows that the way for LICs & middle-income nations to transition out of health aid (which all nations want!) is to do so carefully, gradually, & in a PLANNED way—to avert disease resurgence & mass death

But he chooses to ignore the evidence on this & to be a ghoul
END
July 25, 2026 at 2:16 PM
He knows full well that many low income countries (LICs) do not have adequate domestic resources for health, partly due to their massive foreign debt servicing

Effective health aid programs like the Global Fund, PEPFAR, & Gavi have helped finance vaccines & HIV, TB, & malaria programs in LICs

2/n
July 25, 2026 at 2:09 PM
www.soniccomponents.com/product/c930...
Cisco CATALYST 9300 24PORT POE+ NTWK ESSENTIALS LICS REQUIRED C9300-24P-E New in box $999 while supply last. #Cisco #Catalyst #24ports #C9300 #NetworkEssentials #PoE #Switching #EnterpriseNetwork #CiscoDNA #Catalyst9300 #Layer3Switch #NetworkHardware
www.soniccomponents.com
July 21, 2026 at 12:59 AM
🚀 FLoC 2026 Week 1 starts today!

This week brings together six outstanding conferences:
🔹 CP
🔹 FSCD
🔹 ICLP
🔹 KR
🔹 LICS
🔹 SAT

Welcome to everyone joining us in Lisbon. We wish you a fantastic start to #FLoC2026!
#CP2026 #FSCD2026 #ICLP2026 #KR2026 #LICS2026 #SAT2026
July 20, 2026 at 7:59 AM
¿Listos para el partido? Pues cuando suene el himno, sabed que lo interpretará Spanish Brass y que son unos musicazos impresionantes que igual tocan Bach que Albéniz que Duke Ellington que Ginovart que Jobim.
www.youtube.com/watch?v=XRSF...
Metal lics Teaser Curt
YouTube video by Spanish Brass
www.youtube.com
July 19, 2026 at 5:30 PM
Packing for #floc2026 in Portugal (the cat is not coming). Hope to see a few of you there? #FLoC #lics #fscd
July 17, 2026 at 7:07 AM