BOLD VISUALS.
CAREFUL CLAIMS.
The standard is not to sound certain. It is to make the evidence, the uncertainty, and the next question easy to inspect.
Function before a clock
A molecular or model-based age estimate is not, on its own, proof of restored tissue function or longer healthy life.
The actual model stays attached
Cell culture, animal intervention, human observation, controlled trial, and sponsor statements are distinct categories.
External evidence stays external
Karam does not claim the experiments, facilities, intellectual property, or results of the researchers whose publications it indexes.
Access limits are visible
An abstract check is not a full-text review. A full-text review is not an independent replication. Missing information is labeled, not filled with an assumption.
Null results remain visible
Primary outcomes and informative negative findings belong beside positive biomarkers and exploratory signals.
No fictional certainty score
A documentation checklist is not a percentage probability of success. A comparison table is not a treatment ranking.
Images are illustrations
The artwork was generated with AI for visual communication. It is not microscopy, an experimental record, or evidence that Karam operates a laboratory.
AI assistance is disclosed
AI assisted research discovery, drafting, coding, and artwork. Source-linked summaries still require critical reading; no independent expert or institutional endorsement is implied.