Health-System Resilience Starts with Essential Product Availability
Resilient health systems need visibility across products, quality, suppliers, financing, regulation, and the services that depend on them.
By Arman K
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Author archive
Arman K
Large Multimodal Models Need Clinical Boundaries
Large multimodal models may handle varied inputs, but health use still requires a defined purpose, evidence boundary, oversight, and safe failure route.
By Arman K
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AI Medical Device Evidence Has a Lifecycle
AI-enabled medical-device analysis should follow evidence from intended use through submission, change control, monitoring, and post-market learning.
By Arman K
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Health Workforce Planning Needs Comparable Accounts
Comparable workforce accounts help decision-makers separate supply, distribution, composition, activity, and the service capacity they can actually deploy.
By Arman K
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Neglected Tropical Disease Procurement Is a Forecasting Problem
Large-scale neglected tropical disease programmes need forecasting, national ownership, digital visibility, quality, and procurement discipline to protect continuity.
By Arman K
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Patient-Centred Metrics Make UHC More Operational
Universal health coverage becomes easier to manage when global indicators are connected to the patient’s experience of reaching and completing care.
By Arman K
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Interoperability Is Infrastructure, Not a Feature
Health interoperability creates value only when standards, governance, data meaning, workflow, identity, and accountability travel together.
By Arman K
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Public Health Procurement Needs a Quality-Assurance Gate
Public buyers protect value when quality assurance, regulatory evidence, procurement decisions, and post-market action are joined before purchase.
By Arman K
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Digital Therapeutics: Regulatory and Reimbursement Signals
Digital therapeutics are easier to evaluate when a claim is tied to a clinical outcome, a regulatory pathway, and a reimbursement route rather than an app store listing.
By Arman K
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Value-Based Care and Bundled Payment: Market Signals
Value-based care claims are easier to assess when a savings figure is tied to a defined population, a risk-adjustment method, and a measurement window.
By Arman K
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Prior Authorization Automation: Market Signals
Prior authorization automation is easier to assess when a claim is tied to a specific payer rule, a turnaround time, and an appeal outcome.
By Arman K
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Clinician Burnout and Retention Technology: Market Signals
Clinician burnout and retention tools are easier to assess when a claim is tied to a specific workflow burden, a measured time cost, and a retention outcome.
By Arman K
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