BEGIN:VCARD VERSION:3.0 REV:2026-05-09T04:18:38Z N;CHARSET=utf-8:Kelly Michaelis, Ph.D.;;;; FN;CHARSET=utf-8:Kelly Michaelis, Ph.D. URL:/people/kelly-michaelis ORG;CHARSET=utf-8:Ä¢¹½tv TITLE;CHARSET=utf-8:Senior Scientist EMAIL;INTERNET:kmichaelis@exponent.com TEL;WORK:+1-202-772-4906 PHOTO;ENCODING=b;TYPE=WEBP:UklGRogVAABXRUJQVlA4WAoAAAAQAAAArwAA2wAAQUxQSK4F AAABoIZs2/I2e3kILy8hlFJCmJRSJqFkvmVuYS5lvpC5u7u7u7u7u/v2uU1LCKWUaShlEkoI4eX h4f5ckuu5/34RMQGGToWwTIPHlsMwDJcvr1Wrmt28Dr4Iq3Zo25lTS+pWyWvlrtQstONCQaTo6a 2+5ZjiGXyuoDRhK2m//n7b7FWzn7xOKkVEKlE81+PkR/UD4Y9J+kslS15/VvQ3VezJslYWK3IOx ST9x8lHs9sJNjhnxySlYPzc0GYWC0TgeVJRSqptPUIeBmTuS1LqXmo2Pkd7ObcUpXJhaHAjoTXR pZRSW32e3iXo0Jhzj6RUV/aW/t0sbbn3SUpDuaW/19JU9SJKSyXP9coztZRXQOkqT/krCQ1VKKL 0lQeyK+jHdU+mEalghUzdiEOU3q8rlTM1MzOeZnTBW0FoJT9G6S4nV8/USWaBnXZUnJ/t0IfYpy j91Zbqbn10iRLCeAe/QxcVnhPGQ9k5upgdBxHv5Rd6yPlMKK80ytCCOEIwE/66Qgd+iYNWNNGB+ TUBfd3A1EAHhSQ2tgI+87lEotZUEvAGK4IargIvI0JYE20c6CZLMJ8Ho8uMEli5xATXSaFR+yxw lwjOJSe2nBgculIO20CF544T2ybC+70JTRQA+tYJzYoCeuqC1qIMUKkTWlACUtnQ5iOiwdDOEeI 70G5Beu8GJq5BUkFguVFIdADYfIWpyIJlRgiz3QlWFwmKTsGarVC9zwBlPSHUqhWo2oWwaBkmMf gtrlMmJHOmjeuJC1LGOsJdaEFyfwusGFPfOLBYJiKxgoAnIXkLkZVZeETmPonstQOPp0eUkBfhs Wo/ktAKBJ5tCYL+1IDb7KPC9i0cx5qPhP0SnDZPCfweNI5VSXRz0fgjhD4ERgyPw6sJpvojQh/P wCLmx+AVCizeUgXvmgHVXCEJ/iosvlIFL9kGinlAEfyIF0qDj4T/hAOJWJPApyYbSD3PCX9xCyj 5JRr42Y1ELFT47F0GUucVwh/xQ3H9iE/ucUCp8hqf3cKAWrMEXvyIA4unGF6ytoE1JwrviADj/F qCS3gNsGKTDW6bAbdVApsM4HE9VdB+dOIxxieQqeEGYE8xsqcuRGJbHNhQgchoU4rrZ9NALGqHY dk9DMjOHt8nQdknHJgGXpiIKpZrQHaN7rWBQK8xMIfyu70FFS2HyX3Ev01iUgEDc5fJvYoI8zWB SQRb7bAxqYCBuVIw/yNhvmKA7hHYozDFvagG1n1PmJcZoDMmT01gCjtR+dYcU5BkCwN1g+F3CPI 2A3az4NeQPmbh6hB6D+l9Lq7g8FJIFK4CKzQzjomeulF1m1sGil52cgtIPSbDIhkbDKnLaBsW2X mQOqwg4OMRiR5RZPEmiDZIZBSthMf6UUGjAjec7AiBv+dEEyxER1vAWLOL4MkgFm+XCDyK1UQiG jX4GR8VeIDk5vmfa4C+98BwtMhq8rUOKFwdRV2fe3RMC1S2qq4TgTk4y31K6oFIxb7f0TdXpFmz gKd/krQqi06M9JnpY4VyfWGllz+q4iN9y4n08NXO3fNW6ueP9ss13TypJ2rmtYnMtfX0x/ij0e4 U82Q1ubRkB2k9cS2YmUoua/S+gWG9EVHZhb7ZlkgRI+tAqy1Ke0QkE+Fl5VKjyp7+ZcTFkpBIhU YTryk2kFomUiDULkKMVKtSYHp+ghNEKbBwCfHKf0tySngOxSQxynfl6Wdi579XafqSS5I4+m9Zm xLE1X/JcYb4+i8NJmaZYW61UNw6RMxyRrnVQHFrMHFrBbvucSsrwa1exK1N7PqaWxkfudWBuHWK Wz6bWyeIWbWTzHL+TLwSh4hZy4hZAcksV5iYNZ+YlV3GrW3ErHJl3JpMzDLD3OqimCUeELMCklm Or4lZ04lZfZPMGpokXgWTxKsGceKV+TMxqxdx6wa3smLcChC3p7LrArtK2KXY9f/zAVZQOCC0Dw AAEEoAnQEqsADcAD5tMpVHpCMiISZSLCCADYlnA7AeGFkqp1QoLXSHp6/0PTs9Ql3o0ET/e/xJ8 Qv9f4a+ZgQegRnf7h5f4LzlN+IOjf/n+Ob6F7Av6P9Yz/S8qP1h7Bf689ZT9yPYl/ZU52fkxm3Z JCGyHqaL+u8ptLcE7Yt8R7oy4dngFPXKFQ5TdU5/82bZNPvyIePHS9oLuPL2C6bCu7jHrX4KTYE zcd7j6T2IhMNkWiTH9zVrrrdrkOci4OATv7nwZqTx3TQc78mt0S4FzShLWjMUPXClU227sUuylq zGeF07UXsvhrb6HTMX+cRVpLO2flmlTv+vsffyT6vQ06kP7HUuiWoel+7WIsvAoVXpcS3pkyyWz /VvUCVvoZ8I9Ofixg890ru2ODS1QTQk1eoL0f+3F142T8AhDkwxZbYf+0511LcZPlFELsav+tAM dCagPTDLJLJvqdzTOmDsMrScTWa32AeWFv0aJYGSK3yPX7ciKePIBKohucY+v085yhbzRqzBKzi 4kSzWGhbewt2+tAkKnfpp4+A4/jMhaleRSV0YPOZRwEXx1fGMV7cq2rVH9WRmkD4XLsvJCsuajQ vgPjAW4IqyqaPXhWPH9XkLCdwaai5+w9sqyRHXU1MPSyh8PN880hP3uthGP/iXtFvRgyXW06tAi jeucprI3hVFQsBMf0p9lWMcJ/L3Bq9UOKtW3nLR2MKqLdVJx9NzkGJYsyZ3/ORK+5Xp3ci8DfOu 50fotHKQ0KE6FsI159Vcrgm3OXP3Kyl7qNmct9RTkAjEiVEzke5EwAD+/PhAFWr8a11huyOpSAb /RjT37/aQmRccxpjBKoRt3XdWflHne4QPQ/AIicrbmPNGEUfLnOjTvtOmegckkVx2n7x1JBZg4Z WTy8eKCoW4Tz28OCrylMHplhlTtmDWK1eF9my/DJzMQN/sn6IeGN4LhhEtRsbDnANu0l7w62mHK vQFIBT+wyCaSAYtiQKI9kI/pHf6qocwssosixd5jIN7ZO7eubI6HAyYrbbRPh5jfVh1M6/35jSY 4qTJyyada3aEzgvsxbXbaLqYacDyhUjyZ03xGKzrWnj1L/8Rv8lR/Og4ivrw+Bb+7W8rIl+dE9y JhHieilZpd0P1A66nkjWgCdhTQL7Mq34JdmUxFycR9++EvxTMBRdmZBMLnS68aWFGqbkPTHKTK4 PujlC8Pa1eFXEXL18Ud6AYyaMoJl93yABviTYPRZKkJ+T49CC2eWA4sMtX8qsC9PptWn0AVq88L 9/MX3CdJ8rVjTlOyyIyx16oHKXWx5w20FJIulULU8hz+PLdlfYeHwzphTVSbN4UlxDD3yc0PGf+ YKFwFkdCeWkShYABz4Kd0etdQu0diaJUNwGqLvUi5P5lQjibgWbc2PKVzKXJqWaa7CCS7NVlJP0 HlBytDJvcC7Pb1hG07x49QCYwLhKpbOoMhLBZ8WvnYDiTFgAAHs5YEfkNhvb+zJ4C6peY40GuWH 5wJS4RU5cf/+qREZo0138mmQZia+gvOxpvQelgYvAeM3PkAzjXraogj3f7WZk1yYa6PlKl3sXi7 Rl4TvlvEx4EhCAqLnvCtRRjmNF15G3Z/HL+y0d9fwjRI7yCydaO6hCmNFvCHXTNu8rV/BdIJkmD QKNekyXTJeiByl0TBjdCxYXOQTmPTdL1glQRD9SSKZvoODUu/eMBRlyjDqxjHciM0k6/JsAAnMn oZm7pvom9xnxKdN6rJUn9BhUE+jIeiFaBGpT1YD4Yw9Ejtw9nb73rCHf16OnsA6Zml1pUgdRrOQ ggQzj7zj4zES05Wzj2GSIgYS8+5pfzBY1cJFTvi8gCT3HJOD72UCaUn4PrL4jWFVk0sDm8tuf1g wqg24iN+FEM0FSig/ECR6/geS24I7/QrDBpTCXXT4J0cQ0pA5H0NpVmFTMzAKEGhNPLTjLFddPo XsY4d3QCbhWSdItdJ6jmnVaq4xlysrKdj6Y2ZTazADLvouK89pbW/cjzS93UCOMYTpv8Uegma2J trPzOr8CviYvrtkFLF0IsNJpTsOZH2uZQyWmzQfjeSM5x89XCRzg2ukc5vzXwIxcJpOT4IJQkjR e1nLVWvpdPxzZ+MzPXw5oEp15L69simN5Yo6CgeLQYd3Lyx3s6U0BCR6P9j/7tAuN1C6uskUPcG AmfIU7qxQvCMY92O7IyZ4tYDM28+9j6noTSpRHi2Gk2SAKLJCPO3zx12jl+C1y+8WGxM9OyjHOI Muw2DOyc2R20YeqBMMpArC9XEe0h1+FXMMlpNLuorET5vHhXCuC0GoZy61TTfkXk892Cj1VOGN1 QVs/XmvrtNVwCPvNm20t0d767LHVRxQ+w7PyshboBwSRDTc/PU1/qnf/Jbu+oS5sLk4Z6t9u3OO 9TKdKu9C7qLqwC71YpwsOAJP9Edfvs5UKusMNj3XTbo/2Vz3QWCFSvqNfmtDWfvaahh9BaxhxPi z53OKenuqly2WI5LPUldUGtsStbNTeBhS0m9WcCuQVjWOEg0kr8dCKN2395/HSnnzoQiiBV+WBx 1COMndlJb4Rn/Zt7JtUc+jL29LxFq55Ovm6e+vQfvTv64kZhFRHNaNXeau4RAv97q9x/qJvtr3e x1zU4Wx7MHetVyfY6hTeObu9ASHcEEahXGR5oqMdONi5lIxm8LBiJJAavVbMT5BvQs2inZhp4Tg DEeQTXmJindphB+PEF1XvrVloKMuXBJEA+zozWUI4tJjUmuIqmePK28o7BMenjxVFJ5PcF81UuE tZ8dFVKbtTEK+7YUCgmK2Rse4K2FzjrM/QKzAD2UgWwEhN/r2uWXBaE8dKo25uNM2gB6yAks29w fYYFXRodY+B6xxrzicigWCjuQ2+jO1r+ZcvnPmev42ryebfDHOf7VLABELO2q9AipJ+2KTJxjEP 6QmktP5L/gAYsi9W0fjF5nHvLIn0GxpixA4FTRYrkH8X8Dm8IKkkbk6XUFyXGQdpUizjpRqw3g4 EsYXoFoF0KKLQjLGZgCOoHBmwgQzEF4bZbwtixMI+YPlVTidvZNe8AZJ1EYjBvc8LfG4fN9L6x0 ikGyvopLbziZ5wRBCU8Gi9ywbtbndN47bxfsJ0B0pRH2drlkIvn6tKt3oiATZ/zaRzRxtZ8ejsX xvAbqyZI4G8kLvaNoNF2qEX/rIMMhWxc93+4OWe5AWRpYKna86OeClVkyntEle/ZyXF735YYCgc i7svyQqfqIA4RWp2dStGLppstSEUBUlswAS73fMDB0HeMZd+z0U5dGPINPHKN7tpN6H3eeNhlnm PSMchh/6wjdl9e8eC0hIZzLTeof7ZIzl0Vap74E4GAB6YD/Im98zd6sPzbmKvP/Hy8ZHa/ATxRk Lrccgp3eVKKAM/rT94cunEwxA+VgsGcYGjbTJsd8r/d0vZMx+d+bZ5EhDiljLAMVJ3xRcS1JgT8 lnN+ZWoikMCiLZFJpJkPrQU5MVpeGaPLcuzab3offioWyGKlHZjHKCWvazhAwwrg/GIn0AMBpYU FfYXLE9dQGz1nOQUju0yIWRqv+Lg8vqQQN4Lf1ZDaV/gv2MRMVx9qkdB3IWd9f25A2WCwNqsNkT Spv6i/eOpr3EL9M3a15r128s8D0hK/6Q8czdp7yGs4CBGujocRFjFGztb6H6aJPDUYGOLWd14EW 1g10sDAg5K+TL9aI5uVQGkJcTu8x2bbsDykHKe5PfLtITPDlPKzqj+0cqCiVbd7wtYhTxkb1EZt snd5h3MR+Ac2TgljURXHuSwhJpzb/ukcVQbcqimZNw8DtkB2HfSSi7lus04v7+1CpCGsIlS3DUt hJu9nYf4zAGQfy02cheihV0oOz3zu7wyZZn+5rK5PTb8HmiUmBSjXO4kn/WFiY6Xsn/hi6UCsRz 5vl3TMbhzeeVVbZYc1VCYOSnKdBnsNRJ3JAmQT8uuSqu44L93jkw3+vFHcgvYpkrxTRAQGkOU// aXK+OIYG89kP5OFv0vAyqx2bJolWDTHtj/ZUSv4LZ+PornEjX8DO2Hba9lMmcBBwFq+8j2/CeKF sMEt56iTsMQS6RFUg77KbWRGRycB/X5CPcbKi92KUaaWPIUqTmbTn7Sq1VOAulq/U64pGuWIUwS EuX2zWWQ9ONI68pbsLMobcpiuzrJOsux2eyzmbNDuIG8PRwsOkvl2dTI/xdfVtjvQlXj5mIco9Z vB5SuzFS/K0P9yvYLELKCqTaNyhBWGH9hFvGmdhYAVGEXWXii2ic2ao2A57x61M04UKpd0KCsTr 1NxFEQGmlxjTA3DFBt9hwhL8F/rSCFThhk+kPTzXLdLsJ73Oxbqa7FFfuFxoFyfO0sjQ55LGLIB EnDkhU6lZh0BrxFASnmqp2OodCzd+W1u0OuQt2KHl8b25vGGf35kSYIRSww18RAsSHE/bEQ+wqQ 59BNxnKc1yO4C4Ch5anX/xeimmS0OgvnXvlELq/3lQOA0EFr4i1xD5mZ+V8gsKNxrixHAHKWsVo tIHVfQIzGX63FW1R5bVZujCNija7/XIMh9ymdpv3PviQvAJyDrO6/VEdZcVOVKMqj/EKkWO2O1A UZ2cTFF5zL/Ncq70Hv6vVp1yoybwc/+v7p4dgKNJ9Ypj8+bB6DHXgmsT9Rs6f3XM+BXp6ZJDAMQ NP7eBu4bmDrFlhMVQPiBvQLF55lg6HfM1ygiztlHbzVjqo/xdNmsVN2OYFQyhcn2PKdgQH16XGw c+PUEl0lkUI7h38vPslS5/8qBVDBDJ1JqHM106vAWa1z6BqgKqXF5EW9wuNcMPaUHxAKzvOn6aJ 7K6njSpmpiQxrsltmC9CuDE+2dxezb7QY+ifMfyHu8ljR4ALO4jX9CEkObDDItoyIokiciQnO4k aCmVjp0QhHKlAebtwTIlb0fqwD6QFx1b3vR4tuVMfO9KVYOgD8ctXiU1YWdIkTADV8uCD3uXxMs y7yVMEBLvLO5+Yyi1HUP366gGQZ12FAz0w7MJeJaGsvq1EnCgHNSRAsgmdAkkZNKKdJ5EBGu+6b 5luC7Z80dWTAU69NVAFR/6JLyFh0Vrznyy7n+j/sLE4hmtuD0Pr/qanccl6DaMouE9R5WaDT3IC ExU8NVgl4SCshApGIN4rHIx8Glt96kuWy+CIRGLwGFpd+lOuOo+2tE77VbdvwMqiw1QJFbK8sHJ dI/Gomf2ERiL/qI8wPGscdpQmYCJubTvEZEXR/StzMrDTiemAw2soGOqmmYvhOI4xvM+v+vMqCV VK6+IOt3dcg7Qs+qTKSwx9p8iiFqL5JYyDohnfAXAzEHTmgyLPdd06lmBGB3hhIYhGj5oNxE59s uMZNyh5+y5zW65BT/UG+chOFeGo3E5j0WtAAA END:VCARD