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The Analytical Scientist / Issues / 2026 / October / A Glimpse into the Future of Analytical Instrument Design?
Technology Technology

A Glimpse into the Future of Analytical Instrument Design?

Michael John Fanous’s portable scanner uses AI to reconstruct images blurred by continuous high-speed acquisition

By Helen Bristow, James Strachan 10/07/2026 5 min read
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Clinical Scorecard: A Glimpse into the Future of Analytical Instrument Design?

At a Glance

CategoryDetail
ConditionComputational imaging for pathology slide scanning
Key MechanismsContinuous scanning records video as the stage moves at 10–20 mm per second, producing motion blur. An image-to-image translation model is trained using fast blurred scans paired with much slower, high-quality reference scans to reconstruct sharp micrographs.
Target PopulationIntended for everyday pathology use; the source does not specify a formal target population.
Care SettingDesigned to be compact, lightweight, and easy to integrate onto a standard desk.

Key Highlights

  • The scanner records video during continuous stage movement at 10–20 mm per second; the stage stops only at the edges of the scan.
  • Training pairs fast, blurred scans with reference scans acquired at about 50 microns per second.
  • A slower stop-and-stare mode is available, but the interviewee says it will not match high-end commercial scanners’ throughput in that mode.
  • The interviewee reports that more than 90 percent of routine biopsies in well-resourced healthcare systems are never digitized.
  • The system is described as portable and designed for straightforward integration into pathology workspaces.

Guideline-Based Recommendations

Diagnosis

    Management

      Monitoring & Follow-up

        Risks

        • Continuous scanning at high speed introduces motion blur, particularly in horizontal spatial frequencies.
        • The interviewee acknowledges concerns about AI reconstruction and says the reconstruction has been shown to be reliable; the source does not provide further risk-management guidance.

        Patient & Prescribing Data

        No patient treatment or prescribing population is specified; the system is described for digitizing pathology slides.

        The article does not discuss treatment or prescribing. It describes a scanner intended to support pathology workflows.

        Clinical Best Practices

          Related Resources & Content

          This content is an AI-generated, fully rewritten summary based on a published scholarly article. It does not reproduce the original text and is not a substitute for the original publication. Readers are encouraged to consult the source for full context, data, and methodology.

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          About the Author(s)

          Helen Bristow

          Combining my dual backgrounds in science and communications to bring you compelling content in your speciality.

          More Articles by Helen Bristow

          James Strachan

          Over the course of my Biomedical Sciences degree it dawned on me that my goal of becoming a scientist didn’t quite mesh with my lack of affinity for lab work. Thinking on my decision to pursue biology rather than English at age 15 – despite an aptitude for the latter – I realized that science writing was a way to combine what I loved with what I was good at. From there I set out to gather as much freelancing experience as I could, spending 2 years developing scientific content for International Innovation, before completing an MSc in Science Communication. After gaining invaluable experience in supporting the communications efforts of CERN and IN-PART, I joined Texere – where I am focused on producing consistently engaging, cutting-edge and innovative content for our specialist audiences around the world.

          More Articles by James Strachan

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