When your dose matches your body's actual needrather than following a one-size-fits-all ladderyou experience fewer side effects, better long-term adherence, and sustained results
However, current evidence remains largely proof-of-concept, and translation requires careful evaluation of phototoxicity, cross-platform calibration, and protocol-dependent domain shift (culture media, incubator conditions, optics), so hyperspectral features are best positioned within standardized, prospectively validated multimodal pipelines rather than as stand-alone add-ons [444, 445]
Strategies include fractionated dose, chronotherapy, and real-time monitoring [238, 239]
Bhavna Vaidya, MD Board-Certified in Family Practice and Anti-Aging Medicine
J Nutr Food Sci