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Opinion: STAT+: The medical AI revolution requires rethinking health care’s architecture
There is a kind of labor at the center of medicine that rarely appears in a chart. It does not sit in the problem list or the billing code. It unfolds in conversation, often quietly, as a patient tries to give shape to something real but not yet defined. They reach for words that are approximate — tired, off, not quite right. The words are not false; they are insufficient. What is being described is not a diagnosis but an experience, and experience resists compression.
In clinical practice, this work lives in a specific place: the history of present illness, or HPI. The HPI reconstructs what has happened to a person over time — how symptoms emerged, evolved, interacted with the physical world, and were perceived. It precedes examination. It precedes testing. It is where medicine begins.
The physician’s task in the HPI is not transcription but interpretation. We ask what was happening when the symptom appeared, whether it arose with exertion or at rest, whether recovery changed, whether confidence shifted before function did. We test meanings against timelines and refine language against physiology, gradually aligning what was said with what can be understood clinically, because the lived details of onset, progression, and functional change materially alter the pre-test probability of disease. A laboratory value or imaging finding does not carry the same meaning in every patient; its significance is conditioned by the story that precedes it.
There is a kind of labor at the center of medicine that rarely appears in a chart. It does not sit in the problem list or the billing code. It unfolds in conversation, often quietly, as a patient tries to give shape to something real but not yet defined. They reach for words that are approximate — tired, off, not quite right. The words are not false; they are insufficient. What is being described is not a diagnosis but an experience, and experience resists compression.
In clinical practice, this work lives in a specific place: the history of present illness, or HPI. The HPI reconstructs what has happened to a person over time — how symptoms emerged, evolved, interacted with the physical world, and were perceived. It precedes examination. It precedes testing. It is where medicine begins.
The physician’s task in the HPI is not transcription but interpretation. We ask what was happening when the symptom appeared, whether it arose with exertion or at rest, whether recovery changed, whether confidence shifted before function did. We test meanings against timelines and refine language against physiology, gradually aligning what was said with what can be understood clinically, because the lived details of onset, progression, and functional change materially alter the pre-test probability of disease. A laboratory value or imaging finding does not carry the same meaning in every patient; its significance is conditioned by the story that precedes it.
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Optimism for Trump’s CDC pick is tempered by questions about RFK Jr.’s role
The nomination of a new leader for the Centers for Disease Control and Prevention — one who has scientific credentials and no public ties to the anti-vaccine movement — has generated sighs of relief in the public health world.
As one CDC employee, who asked not to be named, put it on Friday, among staff “the general vibe is guarded but hopeful.”
The nomination of a new leader for the Centers for Disease Control and Prevention — one who has scientific credentials and no public ties to the anti-vaccine movement — has generated sighs of relief in the public health world.
As one CDC employee, who asked not to be named, put it on Friday, among staff “the general vibe is guarded but hopeful.”
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RevMed’s stunning success; FDA to reclassify peptides; and more
RevMed’s stunning success; FDA to reclassify peptides; and more
Welcome back to Endpoints Weekly! Q1 earnings season is officially upon us. Max Gelman kicked off our coverage this week with a story about Johnson & Johnson’s confidence in navigating biosimilar competition … Read More
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AACR: FDA vet Pazdur bemoans state of agency, warns of political influence and ‘sense of anxiety’
Asked by Fierce if he’d consider returning to the FDA, Pazdur said he wouldn’t serve again under the Trump administration “for obvious reasons.”Read More
Asked by Fierce if he’d consider returning to the FDA, Pazdur said he wouldn’t serve again under the Trump administration “for obvious reasons.”Read More
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