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AI & predictive diagnostics
Where machine learning genuinely improves quality, throughput and interpretation — and where human oversight, validation and governance remain non-negotiable.
Insights
Editorial writing on diagnostics, laboratory transformation and health technology.
Original analysis at the intersection of molecular diagnostics, laboratory automation and the adoption of advanced health technologies — grounded in more than fifteen years of international in vitro diagnostics experience.
§ I — Lead story
AI-enabled diagnostics & laboratory adoption · 14 min read · 10 verified references
AI, Predictive Diagnostics and the Future of Laboratory Automation
How artificial intelligence is beginning to reshape clinical laboratories — and why validation, governance and professional oversight remain essential.
Read the articleEditorial pillars
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Molecular diagnostic services
What it takes to design, validate and scale molecular services in clinical laboratories, from unmet need to sustained utilization.
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Health technology adoption
Why technically excellent diagnostic technologies fail to reach patients — and what changes when adoption is treated as an operational discipline.
Featured analysis
Molecular diagnostics implementation · 12 min read
Developing and Expanding Molecular Diagnostic Services
What it actually takes to build a molecular diagnostic service in a clinical laboratory — from unmet need to sustained utilization.
All articles
Grounded writing on diagnostics, molecular science and laboratory transformation.
AI-enabled diagnostics & laboratory adoption14 min readStrategic analysis
AI, Predictive Diagnostics and the Future of Laboratory Automation
A grounded look at where AI genuinely adds value across pre-analytical, analytical and post-analytical laboratory workflows, and the guardrails required before deployment.
- AI in diagnostics
- predictive QC
- software as a medical device
- ISO 15189
10 verified references
Molecular diagnostics implementation12 min readPractical guide
Developing and Expanding Molecular Diagnostic Services
A structured view of designing, validating and scaling molecular diagnostic services in regulated environments, drawn from more than a decade of international in vitro diagnostics work.
- molecular diagnostics
- assay validation
- CLSI EP
- laboratory workflow
10 verified references
Health technology adoption12 min readMarket brief
Leading the Adoption and Commercialization of Health Technologies
The gap between a scientifically valid diagnostic technology and clinical adoption is often not only a science problem; it is also a systems and translation challenge.
- health technology adoption
- IVD commercialization
- distributor enablement
- LATAM diagnostics
10 verified references
About the author
Marcela Riaño Caro
Molecular Diagnostics, Product & Laboratory Strategy Leader
Bacteriologist with a postgraduate specialization in Hematology in the Clinical Laboratory and Blood Bank Management and a Master's degree in Microbiology, all from Pontificia Universidad Javeriana in Bogotá, with a scientific foundation in molecular biology and clinical diagnostics. More than fifteen years of international in vitro diagnostics experience across Canada and Latin America, spanning molecular diagnostics, immunology and clinical chemistry, core laboratory and automation, training and knowledge transfer, product and portfolio leadership, and laboratory strategy.
- Molecular diagnostics
- In vitro diagnostics
- Laboratory workflow assessment
- Diagnostic portfolio strategy
- Health technology adoption
Editorial standards
Evidence-based analysis
Claims are grounded in reputable institutional and peer-reviewed sources.
Professional perspective
Industry experience is presented factually and without employer endorsement.
Responsible communication
Content is educational and does not constitute medical advice.
English and Spanish
Where bilingual versions are provided, they reflect the same substantive content and sources.