#MIPD
New JMIR MedInform: System Architecture and Operational Principles for a Configurable Clinical Decision Support System for Model-Informed Precision Dosing: Development, Verification, and Validation Study
System Architecture and Operational Principles for a Configurable Clinical Decision Support System for Model-Informed Precision Dosing: Development, Verification, and Validation Study
Background: Therapeutic drug monitoring (TDM) supports individualized pharmacotherapy, yet its implementation in routine care remains limited by operational constraints, data quality issues, and the need for expert interpretation. Model-informed precision dosing (MIPD) addresses several of these limitations through population pharmacokinetic modeling and Bayesian forecasting, but its effective deployment in clinical practice still requires human TDM experts. Objective: This paper presents Tucuxi-CDSS, a configurable and open-source clinical decision support system (CDSS) designed to enable safe, standardized, and automated MIPD-guided dose individualization, with a particular focus on safeguarding against pre-analytical and data entry errors. Methods: We detail the Tucuxi-CDSS system architecture, its data validation workflow, decision logic, and configuration mechanisms. The system is built around extensive configurability through XML-based drug files, language files, and reporting templates. Verification was performed through unit testing, system-level tests, and random input fuzzing, while validation was conducted by comparing CDSS outputs against those of a human TDM expert in an study. Results: The resulting system supports end-to-end MIPD workflows, from data import and automated error detection through dosage adaptation and clinical report generation. An implementation study for rifampicin dosing optimization in routine tuberculosis care is currently underway in Tanzania, and an illustrative use case with imatinib demonstrates the system’s covariate handling and reporting capabilities. We also briefly summarize the validation against a human TDM expert across 60 virtual #patients: The CDSS matched the expert in error detection, with numerically higher sensitivity (53% versus 45%) but lower specificity (83% versus 100%), and it achieved higher therapeutic target attainment (55% versus 37%; =.046). These gains came at the cost of 4 detrimental interventions in the CDSS arm, against none for the expert. Conclusions: Tucuxi-CDSS provides a modular, extensible, and open-source platform intended to extend structured, reproducible TDM oversight to settings where trained pharmacologists are scarce. Its full performance evaluation against a TDM expert is presented in a companion paper and supports future prospective studies on CDSS adoption in clinical practice.
dlvr.it
November 12, 2026 at 10:21 PM
Sarawak's MIPD reports a reduction in delayed infrastructure projects from 98 to seven since 2022, alongside progress on bridges, roads and the Bintulu Port takeover.

Full Details: sarawakdaily.com/sarawak-cuts...

#Kuching #BintuluPort #SarawakNews #SarawakDaily #KuchingKing
October 25, 2026 at 3:00 PM
Model-informed AUC-guided dosing for parenteral vancomycin in critically ill patients: impact on target attainment and renal safety - a pre-post intervention study
Model-informed AUC-guided dosing for parenteral vancomycin in critically ill patients: impact on target attainment and renal safety - a pre-post intervention study - PubMed
AUC<sub>24</sub>-based MIPD for vancomycin improved therapeutic target attainment and was associated with a lower observed incidence of AKI. These findings support further evaluation of AUC-guided dosing...
t.co
September 19, 2026 at 10:05 AM
Councilor Bonita Schwan is raising alarms about electric bikes and drones on Marco Island beaches, urging for urgent action to protect pedestrian safety and local wildlife.

Learn more here

#MarcoIslandCollierCounty #FL #CitizenPortal #MarcoIslandPublicSafety #MicromobilitySafety
Committee flags e-bikes, micro‑mobility and drones as enforcement priorities; asks MIPD and code to brief next meeting
Councilor Bonita Schwan and committee members raised safety concerns about e-bikes, single‑wheel devices and drones on Marco Island beaches and access points, and the committee asked staff to invite police and code enforcement to present data and enforcement options at the next meeting.
citizenportal.ai
September 18, 2026 at 6:16 PM
The MIPD Southern Zone Integrity Camp 2026 has placed renewed emphasis on governance, accountability.

Full Details: sarawakdaily.com/mipd-integri...

#Governance #Integrity #SarawakNews #SarawakDaily #KuchingKing
September 8, 2026 at 3:42 PM
📣New #Communicable drops Mon 24 Aug.

Amy Legg, Rekha Pai & Angela Huttner are back for the third part of the 'We will make you love PK/PD' series! @amandagwee.bsky.social & Sebastian Wicha join them to discuss model-informed precision dosing (#MIPD) that can support individualised dosing decisions.
August 21, 2026 at 9:35 AM
In a heated council meeting, Marco Island officials unanimously decided to abandon plans to replace the police department amidst public outcry, but discussions on potential efficiencies with the sheriff's office will continue.

Click to read more!

#MarcoIslandCollierCounty #FL
After public outcry, Marco Island council drops plan to pursue Sheriff replacement and affirms support for MIPD
Following public comments and extended council debate, the council by unanimous consensus removed an option to replace the Marco Island Police Department with the Collier County Sheriff's Office and clarified it will not pursue replacement; the council still authorized staff to explore possible service-integration cost savings and to invite the sheriff to brief the council.
citizenportal.ai
July 21, 2026 at 3:47 AM
Zhiwei Li, Tingzhen Zhang, Meihua Zhou, Dandan Tang, Pengwei Zhang, Wenzhuo Liu, Qiaoning Yang, Tianyu Shen, Kunfeng Wang, Huaping Liu
MIPD: A Multi-sensory Interactive Perception Dataset for Embodied Intelligent Driving
https://arxiv.org/abs/2411.05881
November 12, 2024 at 5:01 AM
1. TUESDAY: MIPD – ‘National Night Out' on Marco
3 To Do: ‘National Night Out' on Marco; Rotary speaker series continues
1. TUESDAY: MIPD – ‘National Night Out' on Marco
bit.ly
August 4, 2026 at 6:30 PM
1. TUESDAY: MIPD – ‘National Night Out' on Marco
3 To Do: ‘National Night Out' on Marco; Bonita Springs RiverFest; more
1. TUESDAY: MIPD – ‘National Night Out' on Marco
bit.ly
August 2, 2026 at 5:30 PM
1. TUESDAY: MIPD – ‘National Night Out' on Marco
3 To Do: ‘National Night Out' on Marco; Bonita Springs RiverFest; more
1. TUESDAY: MIPD – ‘National Night Out' on Marco
bit.ly
July 31, 2026 at 5:00 PM
Marco Island has no intention of closing and outsourcing the city's police department, City Council members said loud and clear this week.
Community speaks: City Council confirms it has no plans to defund MIPD
Marco Island has no intention of closing and outsourcing the city's police department, City Council members said loud and clear this week.
bit.ly
July 28, 2026 at 7:30 AM
Marco Island has no intention of closing and outsourcing the city's police department, City Council members said loud and clear this week.
Community speaks: City Council confirms it has no plans to defund MIPD
Marco Island has no intention of closing and outsourcing the city's police department, City Council members said loud and clear this week.
bit.ly
July 25, 2026 at 11:30 AM
Advances in Therapeutic Drug Monitoring and Pharmacokinetic Researches of Oxazolidinone Antibacterial Agents in the Elderly Patients
Advances in Therapeutic Drug Monitoring and Pharmacokinetic Researches of Oxazolidinone Antibacterial Agents in the Elderly Patients - PubMed
The PK characteristics of oxazolidinone antibiotics may be altered in the elderly population. TDM and model-informed precision dosing (MIPD) are crucial approaches for achieving individualized dosing...
t.co
March 6, 2026 at 6:34 PM
3 year old requires 80 stitches to her face after being bitten by service dog at restaurant

#DogAttack
3-year-old girl hospitalized after dog bite to the face on Marco Island
Ava reached out and petted the dog, which turned its head toward her and bit her once in the face, MIPD said.
www.gulfcoastnewsnow.com
November 12, 2025 at 11:43 AM
#PancreaticCancer patients undergoing minimally invasive pancreatoduodenectomy had greater physical activity and less physiological stress up to 90 days after surgery compared with open approach, though absolute differences were modest and transient. ja.ma/49Ertks
May 20, 2026 at 3:30 PM
Pancreatic fistula 💦 the Achille’s heel of minimally invasive surgery?!

🌎 1k POPF grade B/C

🚨 MIPD POPF experienced more second clinically relevant complication including PPH / DGE

🧐 Adhesions play a protective role?! How to mitigate MIPD 🧯?!

jamanetwork.com/journals/jam...

#HPBSky @jama.com
December 5, 2024 at 12:39 PM
The AT-HOME study aims to improve home treatment with vancomycin by using model-informed precision dosing (MIPD) and dried blood spot (DBS) sampling. MIPD uses #patient-specific models to optimize dosing, while DBS allows for easy blood sampling at home, using a fingerpick.
November 27, 2025 at 1:39 PM
1. TUESDAY: MIPD – ‘National Night Out' on Marco
3 To Do: ‘National Night Out' on Marco; Bonita Springs RiverFest; more
1. TUESDAY: MIPD – ‘National Night Out' on Marco
bit.ly
July 31, 2026 at 4:30 AM