Role of daily events in clinical decision making and role of visual data capture and representation to generate quick human insights and prevent TLDR
In a human centered learning ecosystem, with AI in the loop, manual translation is more common?
Above is a layer of manual human to human translation as well as intermittent problems in an otherwise complex patient with comorbidities (will discuss again in the next layer of AI driven analysis)
Again this patient does have comorbidities related to his metabolic syndrome such as heart failure but then intermittent simple human requirements of explainability manifest in his daily sharing through his advocate such as the one here that manifests in his sleep and meta AI helps not just to translate it but also explain it well.
The role of AI driven infographics in explainability:
The role of AI driven infographics in explainability:
Speaker's thoughts: A picture speaks more than a thousand words!
A video can be time consuming though!
Assignment: Ask your LLMs to gather all the patient data from the case report linked above and rearrange it using AI driven removal of exactly dated time stamps and replacement with unidentifiable event timelines comprising labels such as Day 1,n season of year 1,n.
This patient is an example how human simple explainability backed by scientific evidence can provide a new lease of life to a patient of myocardial infarction who travelled the long distance to our college just for that explainability to strengthen his prior trust in us!
Past published work on similar patient:
LLM textual explanation followed by translation and then text to voice file for the patient's advocate who like most of us also suffers from TLDR:
LLM textual explanation followed by translation and then text to voice file for the patient's advocate who like most of us also suffers from TLDR:
Also demonstrates AI driven support for insulin dose calculation through human learning around carb counting, accounting for insulin correction or sensitivity factor and insulin to carb ratios to decide the total insulin pre meal dose with scientific accuracy.




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