O ri g i n a l D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 Pe rs onalD igitalA s s is tants (PD A s ) as M e dication R e m inding Tool s: Expl oring A ge D iffe re nce s in Us ab il ity w w w . g e r o n te c h jo u r n a l. n e t 128 Ch ris toph e r B. M ayh orn Vince nt R. Lanz ol l a M ich ae lS. W ogal te r A aron M . W ats on D e partm e nt of Ps ych ol ogy, North Carol ina State Unive rs ity, Ral e igh , North Carol ina, USA E: Ch ris _M ayh orn@ ncs u .e du C.B. Mayh orn, V.R. Lanz ol l a, M.S. W ogal te r, A.M. W ats on, Pe rs onalD igitalAs s is tants (PD As ) as Me dication Re m inding Tool s : Expl oring Age D iffe re nce s in Us ab il ity. Ge ronte ch nol ogy 2005; 4(3):128-140. Purpos e M e dication adh e re nce b y ol de r adu l ts can b e im portant in re tu rning to and m aintaining h e al th . Ne w te ch nol ogie s m ay b e h e l pfu lin facil itating adh e re nce . Th is articl e e xam ine s age diffe re nce s in u s ab il ity for one de vice : th e pe rs onaldigitalas s is tant (PD A ). D e s ign and M e th od In th e e xpe rim e nt re porte d h e re , 25 ol de r and 26 you nge r adu l ts w e re as k e d to l e arn to u s e m e dication adh e re nce s oftw are s u pporte d b y a PD A . In addition to com pl e ting a b atte ry of cognitive te s ts and a s u rve y de s igne d to as s e s s pe rce ive d PD A u s ab il ity, e ach participant’s PD A s k il lacq u is ition w as as s e s s e d ove r tim e (i.e ., du ring training, im m e diate l y fol l ow ing training, and afte r a de l ay). R e s ul ts Cons is te nt w ith pre viou s re s e arch , ol de r adu l ts re q u ire d l onge r to l e arn to u s e th e PD A and com m itte d m ore e rrors com pare d to you nge r adu l ts . O ve r tim e , age diffe re nce s in PD A pe rform ance w e re re du ce d s u gge s ting th at ol de r adu l ts m igh t b e ne fit from PD A s as pros pe ctive m e m ory aids du ring m e dication adh e re nce . Im pl ications Pote ntialdire ctions for PD A training cu rricu l a, h ardw are de s ign, and fu tu re re s e arch are dis cu s s e d. K e yw ords : aging, te ch nol ogy, us ab il ity, m e dication adh e re nce , cognitive s upport Ol de r adu l ts , age d 60+ , are b e com ing incre as ingl y aw are of th e b e ne fits of u s ing com pu te riz e d te ch nol ogy to e nh ance th e ir dail yl ive s 1,2. W h il e a com m on m is conce ption is th at ol de r adu l ts are ave rs e to ch ange and u nw il l ing to u s e ne w te ch nol ogy s u ch as com pu te rs or th e inte rne t, re ce nt as s e s s m e nts of ol de r adu l ts ge ne ral l y s h ow th at th e y pos s e s s pos itive attitu de s and e xpre s s a w il l ingne s s to l e arn to u s e th e s e de vice s 3,4. A l th ou gh th e s e re s u l ts are e ncou raging b e cau s e th e y s u gge s t th at ol de r adu l ts are adopting de s k top com - pu ting te ch nol ogy, th e findings m ay not b e appl icab l e to ne w e r te ch nol ogy th at is b e com ing avail ab l e to th e pu b l ic. Cu rre nt tre nds in de vice de s ign are trans itioning from traditionalde s k top w ork s tations to m ob il e , h andh e l d de vice s s u ch as pe rs onal digital as s is tants (PD A s ) and ce l l ul ar te l e ph one s 5. It is u ncl e ar w h e th e r th e s e ne w e r, m iniatu riz e d de vice s w ou l d b e of b e ne fit to ol de r adu l ts give n w e l l -docu m e nte d pe rce ptu al , m otor, and cognitive de cl ine s 6,7. O w ne rs h ip of h andh e l d de vice s is b e - O ne are a w ith in th e re al m of h e al th care th at is particu l arl y prob l e m atic for ol de r adu l ts is m e dication adh e re nce w h ich h as b e e n de fine d as a patie nt u s ing doctor pre s crib e d m e dication as dire cte d 11. Corre ct adh e re nce e ntail s tak ing th e m e dication at th e corre ct tim e s , at th e indicate d dos age , and fol l ow ing any s pe cialins tru ctions as dire cte d on th e l ab e l (w h ich can b e q u ite com pl icate d). D u e to th e ons e t of ch ronic conditions s u ch as os te oarth ritis and h ype rte ns ion, th e ave rage ol de r adu l t u s e s 4-5 pre s cription m e dications concu rre ntl y and it is not u ncom m on for s om e ol de r adu l ts to u s e as m any as 10 or m ore 12,13. Th e cons e q u e nce s of im prope r m e dication u s age can b e s e ve re , and are in fact s tagge ring. In te rm s of h u m an s u ffe ring, one re ce nt s tu dy indicate d th at m ore th an 2.2 m il l ion pe opl e are h os pital iz e d e ach ye ar for s e riou s adve rs e dru g re actions and th at approxim ate l y 106,000 pe opl e l os e th e ir l ive s du e to m e dication e rror e ach ye ar14. Th e annu ale conom ic cos t of m e dication-re l ate d e rrors in th e Unite d State s al one h as b e e n e s tim ate d at ne arl y US$85 m il l ion15. W h il e a nu m b e r of variab l e s s u ch as il l ne s s re pre s e ntation, patie nt-doctor com m u nication, m e dication l ab e l ing, and patie nt m otivation h ave b e e n e xpl ore d to e xpl ain th e cau s e s of m e dication-re l ate d e rror, th e cognitive as pe cts of th e m e dication adh e re nce tas k h ave b e e n th e focu s of nu m e rou s s tu die s 16. Cognitive factors s u ch as com pl e xity of s ch e du l e , nu m b e r of pre s crib ing ph ys icians , and nu m b e r of m e dications al l te nd to corre l ate w ith non-adh e re nce 13. A n e s tim ate d 71% of non-adh e re nce is u nde r u s e of th e m e dication, in l arge part du e to forge tfu l ne s s 17. Re m e m b e ring to tak e m e dication re q u ire s th e u s e of pros pe ctive m e m ory w h ich can b e de fine d as re m e m b e ring to pe rform an action s om e tim e in th e fu tu re 13. O ne w ay to as s is t in th e accom pl is h m e nt of pros pe ctive m e m ory tas k s is to provide cognitive s u pport. H e re , cognitive s u pport re fe rs to th e as s is tive as pe cts of te ch nol ogy th at e nh ance th e m e ntalcapab il itie s (and avoid th e l im itations ) of u s e rs . For ins tance , active s u pports s u ch as al arm cl ock s cal latte ntion to th e m s e l ve s and h ave b e e n s h ow n to b e e ffe ctive in facil itating pros pe ctive m e m ory18. Give n th e s e findings , PD A s h ave th e pote ntialto b e ne fit individu al s of al lage s w h o h ave com pl icate d m e dication s ch e dul e s . Th e s e de vice s can re l ie ve th e individu alof h aving to re l y on m e m ory to re tain de tail s of h is or h e r s ch e du l e and oth e r pe rtine nt m e dication-re l ate d inform ation (e .g., tak e w ith m il k , afte r dinne r) as w e l las s e rving as a s ou rce of active s u pport b y activating an al arm to annou nce a s ch e du l e d dos age . A rgu ab l y, a nu m b e r of e xis ting e xte rnal m e m ory aids s u ch as voice m ailre m ind- 129 w w w . g e r o n te c h jo u r n a l. n e t com ing incre as ingl y u b iq u itou s am ong u s e rs of al lage grou ps 8, ye t th e u s ab il ity ne e ds of ol de r adu l ts h ave re ce ive d ve ry l ittl e atte ntion. Cons ide r th e re ce nt tre nd in com b ining th e b as ic fu nctional ity of ce l l ul ar te l e ph one s w ith th e advance d com pu ting attrib u te s of PD A s . PD A s are h andh e l d com pu te rs th at pos s e s s m ul tipl e fe atu re s s u ch as addre s s b ook s , to-do-l is ts , and cal e ndars th at can s e rve a m ne m onic fu nction. Be cau s e PD A s are b e com ing incre as ingl y affordab l e and al l ow portab l e acce s s to inform ation, th e l ik e l ih ood th at ol de r adu l ts can b e ne fit from adopting th e u s e of th e s e ne w de vice s is prom is ing. For ins tance , PD A s m igh t re du ce th e ris k of inju ry to ol de r adu l ts b y is s u ing w arnings th at cal latte ntion to th e m s e l ve s and de l ive r s afe ty inform ation w h e n and w h e re it is ne e de d 9 . For th e s e re as ons , advance s in w ire l e s s te ch nol ogy h ave b e e n h ail e d as one approach to m e e ting th e h e al th care ne e ds of ol de r adu l ts in th e ne w m il l e nniu m 10. D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 PD A s a n d O ld e r A d u lts D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 PD A s a n d O ld e r A d u lts w w w . g e r o n te c h jo u r n a l. n e t 130 ing s ys te m s , vib rating w ris tw atch e s , and s pe cialpil ldis pe ns e rs are com m e rcial l y avail ab l e and l ik e l y to im prove m e dication adh e re nce 11,13. H ow e ve r, s e ve rall im itations of th e s e de vice s m ay m ak e th e m l e s s e ffe ctive at m e dication re m inding th an PD A s . For ins tance , th e voice m ailre m inding s ys te m w il lonl y b e e ffe ctive if pe opl e re m ain in cl os e proxim ity to a te l e ph one and m ay not b e cos t e ffe ctive in te rm s of s e tu p. Vib rating w ris tw atch e s m ay provide an active re m inde r al arm th at s om e th ing h as to b e done at a particu l ar tim e b u t pe rtine nt m e dication-re l ate d inform ation (i.e ., w h at m e dication m u s t b e tak e n; prope r dos age , e tc.) is not avail ab l e . Lik e w is e , s pe cial pil ldis pe ns e rs m ay provide th e ne e de d m e dication-re l ate d inform ation b u t l ack th e active al arm s ys te m . Th u s , PD A s m igh t b e m ore s u cce s s fu l th an th e s e oth e r de vice s b e cau s e th e y com b ine th e fe atu re s of affordab il ity (as th e de vice s b e com e m ore w ide l y dis s e m inate d), portab il ity, acce s s to m e dication-re l ate d inform ation, and active al arm s ys te m s . you nge r and ol de r adu l ts on a PD A b as e d m e dication s ch e du l ing tas k on th re e s e parate occas ions . Tas k pe rform ance data s u ch as tim e to com pl e te th e tas k s and e rror produ ction w e re s u ppl em e nte d w ith s u b je ctive m e as u re s of pe rce ive d u s ab il ity. Th e goalw as to de te rm ine w h e th e r age diffe re nce s in pe rform ance infl u e nce d th e l ik e l ih ood to u s e th e s e de vice s in th e fu tu re . O b viou s l y th e pote ntial financial and h e al th b e ne fits of PD A u s age b y ol de r adu l ts are gre at, ye t th e re al iz ation of th is pote ntialis de pe nde nt on th e ir u s ab il ity w ith re s pe ct to th is s pe cialpopu l ation. For ins tance , cu rre nt PD A s u til iz e s m al lLCD dis pl ays th at h ave l e s s ab il ity to dis pl ay s h arp contras ts th an l arge r m onitors do. Scre e n s iz e , and th e re fore font, icon, and control s iz e is l im ite d m ak ing for gre ate r difficu l ty in re ading and m anipu l ating th e inte rface . W h il e it h as b e e n re porte d th at ol de r adu l ts h ave difficu l ty w ith te xt e ntry on PD A s 19 , oth e r as pe cts incl u ding th e ove ral lu s ab il ity of th e s e de vice s w ith ol de r adu l t s am pl e s h ave not b e e n inve s tigate d. A l th ou gh ol de r adu l ts h ave appare ntl y adopte d traditionalde s k top com pu te rs , th is s tu dy w il lfocu s on h ow w e l l th e y can l e arn to u s e h andh e l d de vice s . Th u s , th e pu rpos e of th e pre s e nt s tu dy w as to com pare th e pe rform ance of Tw e nty-s ix you nge r (m e an age of 18.6 ye ars , SD = 1.36, range = 18-23) and 25 ol de r (m e an age of 67.3 ye ars , SD = 5.24, range = 60-76) adu l ts participate d. Th e you nge r participants w e re re cru ite d from an u nde rgradu ate re s e arch participant pool and re ce ive d partial cou rs e cre dit. Th e ol de r participants w e re com m u nity-dw e l l ing adu l ts w h o w e re re cru ite d from com pu te r e du cation cl as s e s at a l ocals e nior ce nte r and paid for th e ir participation. O nl y participants w ith s om e com pu te r e xpe rie nce and no PD A e xpe rie nce w e re al l ow e d to participate . Th is w as done to e ns u re at l e as t m inim alcom pu te r l ite racy and ye t not introdu ce th e confou nding variab l e of prior PD A e xpe rie nce . Te s ting w as divide d into tw o e xpe rim e ntal s e s s ions s u ch th at D ay 1 w as com pris e d of grou padm inis te re d de m ograph ics and ab il itie s te s ts w h e re as D ay 2 w as com pos e d of individu alPD A ins tru ction and te s ting. M ETH OD D e s ign and Participants A 2 (age : you nge r vs . ol d) X 3 (tim e of as s e s s m e nt: practice , im m e diate as s e s s m e nt, de l aye d as s e s s m e nt) m ixe d factorialde s ign w as u s e d. A ge w as th e b e tw e e n s u b je cts grou ping variab l e and tim e of as s e s s m e nt w as a w ith in s u b je ct variab l e . Th e de pe nde nt variab l e s w e re tim e on tas k and nu m b e r of e rrors m ade . Each de pe nde nt variab l e h ad th re e m e as u re s s u ch th at th e re w as one for e ach ph as e of th e training: practice , im m e diate as s e s s m e nt, and de l aye d as s e s s m e nt. PD A s a n d O ld e r A d u lts A b atte ry of cognitive te s ts w as adm inis te re d to al lparticipants and incl u de d m e as u re s of vocab u l ary21, re ading com pre h e ns ion22, s patialab il itie s 23, w ork ing 24 m e m ory , and pe rce ptu al s pe e d 25. M e an pe rform ance for e ach age grou p is l is te d in Tab l e 1. O l de r participants pe rform e d s ignificantl y b e tte r th an you nge r participants on th e vocab u l ary te s t, t(49 ) = 3.09 , p < .01. H ow e ve r, you nge r adu l ts pe rform e d s ignificantl y b e tte r th an th e ol de r adu l ts on th e m e as u re s of w ork ing m e m ory, re ading com pre h e ns ion, s patial ab il ity, and pe rce ptu al s pe e d; t(49 ) = 2.20, p < .05, t(49 ) = 3.12, p < .01, t(49 ) = 6.44, p < .001, t(49 ) = 8.46, p < .001, re s pe ctive l y. Col l e ctive l y, th e s e patte rns of re s u l ts indicate d th at th e s am pl e s w e re re pre s e ntative of th e ir re s pe ctive popu l ations . D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 pu te r te ch nol ogy. 131 Stim ul us M ate rial s Participants w e re as k e d to e nte r inform ation into a com m e rcial l y avail ab l e m e dication track ing s oftw are pack age on a PD A . Th e PD A s w e re th e Pal m Z ire , u til iz ing th e Pal m ope rating s ys te m , w ith a 160x160 pixe l m onoch rom e dis pl ay. Th e O n-Tim e Rx s oftw are w as u s e d b e cau s e it w as adve rtis e d b y th e m anu factu re r as ‘intu itive and e as y to u s e ’ 26. Tab l e 1. Group Me ans (Standard D e viations in pare nth e s e s ) for Te ch nol ogy Expe rie nce and Cognitive Me as ure s ;a TotalScore from th e Sh ipl e y Vocab ul ary Te s t21;b Num b e r of trial s corre ctl y re cal l e d on th e Al ph ab e t Span Te s t24;c TotalScore from th e Ne l s on-D e nne y Re ading Com pre h e ns ion Te s t22;d Num b e r of trial s corre ctl y com pl e te d on th e Pape r Fol ding Te s t23;e TotalScore on th e D igit Sym b olSub s titution Te s t25 Variab l e Younge r (n = 26) Ol de r (n = 25) TCEQ - Com pu te r Expe rie nce TCEQ -W e b Us e TCEQ -W e b Expe rie nce Vocab u l arya W ork ing M e m oryb Re ading Com pre h e ns ionc SpatialA b il ityd Pe rce ptu alSpe e d e 35.5 13.4 20.2 28.8 36.0 31.9 13.8 70.3 30.1 (11.5) 9 .5 (4.8) 13.9 (8.9 ) 32.7 (4.7) 29 .1 (9 .2) 25.2 (9 .3) 7.8 (3.6) 49 .5 (8.8) (3.4) (1.4) (6.2) (4.5) (12.9 ) (5.5) (3.0) (8.8) w w w . g e r o n te c h jo u r n a l. n e t D e m ograph ic and ab il itie s inform ation w as col l e cte d for th e pu rpos e of de s crib ing th e tw o s am pl e s . W h e n participants e val u ate d th e ir ge ne ralh e al th on a s cal e of 1 (‘Poor’) to 5 (‘Exce l l e nt’), m e an re s pons e s from b oth age grou ps approxim ate d 4 (‘Ve ry Good’) s u ch th at no age -re l ate d diffe re nce s in pe rce ive d h e al th e m e rge d, p = .36. To de s crib e th e l e ve l of e du cation th at th e y h ad com pl e te d, participants u s e d a s cal e of 1 (‘Le s s th an h igh s ch ool ’) to 7 (‘M D , JD , Ph D , oth e r advance d de gre e ’). Th e m e an re s pons e for th e you nge r adu l ts approxim ate d 3 (‘Som e col l e ge ’) w h il e th at of th e ol de r adu l ts w as s ignificantl y h igh e r and approxim ate d 4 (‘Bach e l or’s de gre e ’); t(49 ) = 4.33, p < .001. A s il l u s trate d in Tab l e 1, th e te ch nol ogy e xpe rie nce and u s age q u e s tionnaire (TCEQ )20 w as u s e d to as s e s s participants ’ e xpe rie nce w ith and u s age of com pu te rs and th e w orl d w ide w e b . O l de r adu l ts re porte d s ignificantl y l e s s e xpe rie nce w ith com pu te rs and th e w orl d w ide w e b th an you nge r adu l ts ; t(49 ) = 2.32, p < .05, t(49 ) = 2.89 , p < .01, re s pe ctive l y. O l de r adu l ts al s o re porte d u s ing th e w orl d w ide w e b l e s s th an you nge r adu l ts , t(49 ) = 3.9 4, p < .001. Th u s , th e s am pl e s w e re ge ne ral l y h e al th y, b u t varie d s ignificantl y in te rm s of th e ir e du cation and re porte d u s age /e xpe rie nce w ith de s k top com - PD A s a n d O ld e r A d u lts D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 Th e on-s cre e n k e yb oard w as u s e d as it is O n-Tim e Rx’s de fau l t m e th od of data e ntry. w w w . g e r o n te c h jo u r n a l. n e t 132 Bas e d on pil ot te s ting w ith ol de r adu l ts , th e m anu alprovide d b y th e O n-Tim e Rx s oftw are m anu factu re r w as de e m e d inade q u ate for u s e b y participants . To cl arify, th e com m e rcial l y avail ab l e m anu al l ack e d proce du ralde tail , provide d onl y ab b re viate d te xt-b as e d ins tru ctions for s oftw are u s age , and did not provide s te p-b y-s te p il l u s trations to gu ide pe rform ance . To addre s s th e s e is s u e s , a tas k anal ys is w as condu cte d. Bas e d on th e re s u l ts of th e tas k anal ys is , an il l us trate d m anu al(avail ab l e from th e firs t au th or u pon re q u e s t) w as cons tru cte d to te ach th e participants to u s e th e O nTim e Rx s oftw are . Th e m anu al il l us trate d e ve ry s te p ne ce s s ary to e nte r a m e dication’s inform ation. Participants l e arne d to u s e th e PD A and s oftw are b y fol l ow ing th e ins tru ctions in th e m anu al to pe rform a m e dication e ntry tas k du ring th e practice ph as e of training. Th is active l e arning m e th od, w h ich pairs ins tru ction w ith h ands -on action, h as b e e n s h ow n to b e m ore e ffe ctive th an s im pl y re ading ins tru ctions for ol de r adu l ts 27. Be cau s e m e dication e ntry w as accom pl is h e d th rou gh th e u s e of th e PD A s tyl u s , a s tyl u s te s te r program w as de ve l ope d b y th e e xpe rim e nte rs to e ns u re a m inim u m l e ve lof com pe te ncy w ith th e s tyl u s and th e tap-s cre e n inte rface . Th e program random l y pl ace d a b ox on th e s cre e n and th e participants h ad to tap th e inte rior of th e b ox w ith in tw o s e conds . Th is w as re pe ate d 20 tim e s . A n 85% s u cce s s rate w as cons ide re d m inim u m com pe te ncy. Participants w e re give n th re e atte m pts to re ach m inim u m com pe te ncy. A l lparticipants w e re ab l e to attain th e m inim all e ve lof com pe te ncy. Proce dure O n D ay 1 of te s ting, grou ps of u p to 10 participants com pl e te d a de m ograph ic q u e s tionnaire and th e cognitive b atte ry du ring an e xpe rim e ntals e s s ion th at l as te d for approxim ate l y tw o h ou rs . O n D ay 2 (non-cons e cu tive ), participants w e re individu al l y te s te d for ne ar-norm al vis ion (de fine d as 20/40 corre cte d), and th e ab il ity to accu rate l y u s e a s tyl us . Th e y w e re th e n te s te d for th e ir ab il ity to l e arn th e proce du re s ne ce s s ary for m e dication e ntry on th e PD A program . Participants w e re give n th e ins tru ction m anu aland as k e d to fol l ow th e m anu al s te p b y s te p to practice e nte ring a m e dication (practice as s e s s m e nt). Th e y w e re th e n as k e d to e nte r a s e cond m e dication (initial as s e s s m e nt). Th e Eve ryday Cognition Batte ry Re as oning Q u e s tionnaire 28, w as th e n give n as a dis tracte r tas k , for a pe riod of 25-30 m inu te s to re du ce th e l ik e l ih ood of re h e ars alof th e PD A proce du re du ring th e inte rve ning pe riod. H aving com pl e te d th e dis tracte r tas k , participants w e re as k e d to e nte r a th ird m e dication (de l aye d as s e s s m e nt). A s ins tru ction u s e is not m andatory in re all ife , u s e of th e ins tru ction m anu al w as optionalfor th e initialand de l aye d as s e s s m e nts . Th is w as done to m ak e th e tas k as natu ral is tic as pos s ib l e . An e xpe rim e nte r w as pre s e nt at al ltim e s , th ou gh th e participants w e re e ncou rage d to pe rform as m u ch of th e w ork on th e ir ow n as pos s ib l e w ith ou t as k ing th e e xpe rim e nte r for as s is tance . To e nte r a m e dication, participants e nte re d th e nam e of th e m e dication, th e dos age , nu m b e r of dos e s pe r day and th e ir adm inis tration tim e s , fre q u e ncy (dail y, w e e k l y, m onth l y), and any s pe cial adm inis tration ins tru ctions (e .g., afte r m e al s , at b e dtim e ). Th e y w e re th e n to re vie w th e dail y s ch e du l e s cre e n to ve rify th e accu racy of th e ir w ork . For e ach trial , th e e xpe rim e nte r w atch e d and re corde d tim e on tas k and e rror produ c- PD A s a n d O ld e r A d u lts 1) O ve ral l , I am s atis fie d w ith h ow e as y it is to u s e th e PD A . 2) Th e PD A w as s im pl e to u s e . 3) I cou l d e ffe ctive l y e nte r m e dication inform ation into th e PD A . 4) It w as e as y to l e arn to u s e th e PD A . 5) W h e ne ve r I m ade a m is tak e u s ing th e PD A , I cou l d re cove r e as il y and q u ick l y. 6) I am l ik e l y to u s e a PD A in th e fu tu re . Each s tate m e nt w as accom panie d b y a Lik e rt-type s cal e w ith w h ol e -nu m b e r anch ors ranging from one to s e ve n. O n th e s cal e , 1 w as l ab e l l e d ‘s trongl y dis agre e ’, 4 w as l ab e l l e d ‘ne u tral ’, and 7 w as l ab e l l e d ‘s trongl y agre e ’. 1) D e s crib e one th ing you cons ide r b e s t ab ou t th is PD A . 2) D e s crib e one th ing you cons ide r w ors t ab ou t th is PD A . 3) D e s crib e s om e th ing ne w you w ou l d m os t w is h to s e e in a fu tu re ve rs ion of a PD A . A fte r participants com pl e te d th e q u e s tionnaire , th e y w e re paid for th e ir tim e , de b rie fe d, and e xcu s e d. R ESULTS To as s e s s age diffe re nce s in PD A pe rform ance , a s e rie s of anal ys e s w e re condu cte d. Firs t, tas k pe rform ance in te rm s of tim e on tas k and e rror produ ction w as anal yz e d. Se cond, z e ro-orde r corre l ations w e re u s e d to de te rm ine th e re l ations h ip b e tw e e n tas k pe rform ance and s pe cific cognitive ab il itie s du ring th e de l aye d as s e s s m e nt. Th ird, b as e d on th e corre l ational anal ys e s , a s e rie s of h ie rarch icalre gre s s ions w e re condu cte d to de te rm ine w h ich pre dictor variab l es w e re m os t im portant in produ cing PD A pe rform ance du ring th e de l aye d as s e s s m e nt. Fou rth , th e re s u l ts of th e pe rce ive d u s ab il ity s u rve y w e re e xam ine d to de te rm ine w h e th e r th e age grou ps h el d diffe ring opinions on PD A u s ab il ity. Al ph a l e ve l s of al lanal ys e s w e re s e t to .05. A nal ys e s of PD A Tas k Pe rform ance Th re e 2 (A ge ) X 3 (Tim e of A s s e s s m e nt) re pe ate d m e as u re s anal ys e s of variance w e re pe rform e d on th e de pe nde nt variab l e s of (1) tim e on tas k , (2) nu m b e r of cognitive e rrors , and (3) nu m b e r of m otor controle rrors . A nal ys is of tim e on tas k re ve al e d a m ain e ffe ct of age , F(1, 49 ) = 56.82, p < .001. A l s o s ignificant w e re th e m ain e ffe ct of tim e of as s e s s m e nt, F(2, 9 8) = 141.5, p < .001, and th e inte raction of age and tim e of D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 To s u ppl e m e nt th e pe rform ance data de rive d from th e e xpe rim e ntals e s s ion, participants com pl e te d a s u rve y de s igne d to as s e s s th e pe rce ive d u s ab il ity of th e PD A . Th e s u rve y incl u de d s ix u s ab il ity agre e m e nt ratings and th re e ope ne nde d q u e s tions re garding PD A fe atu re u til ity. To as s e s s th e pe rce ive d u s ab il ity of th e PD A h ardw are , participants w e re as k e d to rate th e ir agre e m e nt on s tate m e nts conce rning: (i) ove ral l s atis faction, (ii) s im pl icity of ope ration, (iii) e as e of m e dication inform ation e ntry, (iv) e as e of l e arning, (v) e rror re cove ry, and (vi) l ik e l ih ood of fu tu re u s e . Th e s pe cific s tate m e nts w e re : Ne xt, participants w e re as k e d to com pl e te th e fol l ow ing ope n-e nde d q u e s tions re garding u til ity ju dgm e nts of th e ‘b e s t’, ‘w ors t’, and ‘fu tu re ’ PD A fe atu re s : 133 w w w . g e r o n te c h jo u r n a l. n e t tion. Errors w e re cl as s ifie d as e ith e r cognitive or m otor control . Som e e xam pl es of cognitive e rrors are forge tting to incl u de a s te p (e .g. not s e tting th e s ch e dul e to re pe at), adding a s te p (e .g. ch anging th e fre q u e ncy w h e n th e de fau l t is corre ct), re pe ating a s te p, or e vide ncing s e arch e rrors (e .g., re pe ate dl y re tu rning to th e s am e page s in th e m e nu ). M otor controle rrors occu rre d w h e n th e participant m is s e d a targe t, m ove d th e s tyl us off th e targe t du ring s e l e ction, or fail ed to pre s s h ard e nou gh to activate th e targe t. D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 PD A s a n d O ld e r A d u lts w w w . g e r o n te c h jo u r n a l. n e t 134 as s e s s m e nt, F(2, 9 8) = 12.9 7, p < .001. Th e s e re s u l ts il l u s trate th at th e you nge r adu l ts w e re fas te r at com pl e ting th e m e dication e ntry tas k th an ol de r adu l ts acros s trial s (Tab l e 2). Tu k e y’s H SD te s t indicate d th at participants of b oth age grou ps took m ore tim e in th e practice as s e s s m e nt (M = 465.9 1 s ), th an in initial (M = 284.53 s ) w h ich in tu rn w as gre ate r th an th e am ou nt of tim e s pe nt on th e de l aye d as s e s s m e nt (M = 165.9 1 s ). Th e pre s e nce of th e inte raction s h ow e d th at th e ge ne ral iz e d de cre as e in tim e w as not as cons is te nt for th e you nge r adu l ts as for th e ol de r adu l ts . Th is patte rn of m e ans is l ik e l y du e to a fl oor e ffe ct. Th e you nge r adu l ts s e e m e d to re ach a point of dim inis h ing re tu rns on practice , w h il e th e ol de r adu l ts continu e d to im prove . It s h ou l d b e note d th at e ach age grou p m ade s ignificant im prove m e nt acros s as s e s s m e nts ; h ow e ve r, th e ol de r adu l ts fail e d to ob tain th e s am e l e ve lof proficie ncy as th e you nge r adu l ts . rors m ade in th e initialas s e s s m e nt th an in practice or de l aye d as s e s s m e nt. Th is finding is cons is te nt w ith th e e col ogical l y val id natu re of th e tas k b e cau s e u s e of th e ins tru ctions w as m andatory in practice , b u t optionalfor th e oth e r trial s. A nal ys is of m otor controle rrors s h ow e d a m ain e ffe ct of age , F(1, 49 ) = 13.06, p = .001. Th e re w as al s o a m ain e ffe ct of tim e of as s e s s m e nt, F(2,9 8) = 3.16, p = .05; b u t no inte raction of age and tim e of as s e s s m e nt, F(2,9 8) = 1.66, p > .05. Th e ol de r grou p h ad a m u ch l arge r variance , b u t th e m e ans of th e l as t tw o as s e s s m e nts are q u ite s im il ar. Both age grou ps ’ m otor control e rrors de cl ine d acros s trial s (Tab l e 2). Corre l ation A nal ys e s A s e rie s of z e ro-orde r corre l ations w e re pe rform e d on de m ograph ic variab l es s u ch as age and pre viou s com pu ting e xpe rie nce , cognitive m e as u re s from th e ab il itie s te s ts , and th e de pe nde nt variab l e s (i.e ., tim e on tas k , cognitive e rrors and m otor-control e rrors ) du ring th e de l aye d as s e s s m e nt. Th e focu s on th e de l aye d as s e s s m e nt re fl e cts an e ffort to de te rm ine th e re l ations h ip b e tw e e n th e variou s cognitive factors th at m igh t infl u e nce PD A pe rform ance afte r l e arning h as occu rre d. A nal ys is of th e cognitive e rrors s h ow e d a m ain e ffe ct of age , F(1, 49 ) = 19 .75, p < .001, and tim e of as s e s s m e nt, F(2, 9 8) = 54.61, p < .001, ye t th e inte raction of age and tim e of as s e s s m e nt fail e d to re ach s ignificance , F(2, 9 8) = 2.55, p > .05. Th e you nge r adu l ts m ade fe w e r cognitive e rrors acros s trial s (Tab l e 2). Each age grou p dis pl aye d a s im il ar patte rn of pe rform ance , in th at th e re w e re m ore e r- Th e re s u l ts il l u s trate d in Tab l e 3 s u gge s te d th at th e re w as a com pl e x re l ation- Tab l e 2. Group Me ans (M) and Standard D e viations (SD ) for Tim e on Tas k , Cognitive and Motor Errors Tim e of A s s e s s m e nt Practice Initial Del aye d Group You nge r Ol d You nge r Ol d You nge r Ol d Tim e on Tas k in s e conds M 308 623 152 416 97 234 SD 63 216 54 19 1 15 106 Cognitive Errors M 0.9 2 4.52 3.31 5.76 1.9 2 3.60 SD 1.3 4.39 2.35 3.62 1.16 2.00 M otor Errors M 1.27 4.04 1.12 3.38 1.04 2.64 SD 1.34 3.88 1.37 3.50 2.4 2.83 PD A s a n d O ld e r A d u lts Tim e on tas k In th e de l aye d as s e s s m e nt; age , w e b u s e , com pu te r e xpe rie nce , pe rce ptu al s pe e d, and w e b e xpe rie nce al ladde d s ignificantl y to th e m ode l , accou nting for al m os t 85% of th e variance , R 2= .845, F(1,48) = 4.9 6, p < .01. Th e s e re s u l ts im pl y th at k now l e dge trans fe rs from th e PC e nvironm e nt to tim e l y PD A tas k pe rform ance ; w e b u s e , com pu te r u s e and w e b e xpe rie nce w e re e ach s ignificant inde pe nde nt of ch ronol ogical age . Th e onl y s ignificant cognitive pre dictor, pe rce ptu als pe e d, s u gge s ts th at th e ab il ity to trans pos e inform ation from th e ins tru ction m anu al to th e PD A inte rface q u ick e ne d s pe e d of pe rform ance . Cognitive e rrors H ie rarch icalre gre s s ion for th e nu m b e r of cognitive e rrors ob s e rve d du ring th e de l aye d as s e s s m e nt indicate d th at age and re ading com pre h e ns ion e ach contrib u te d s ignificantl y to th e m ode land accou nte d for approxim ate l y 35% of th e variance , R 2= .354, F(1, 48) = 7.82, p < .01. Th e infl u e nce of re ading com pre h e ns ion on l ate r PD A pe rform ance m igh t re pre s e nt an e ffe ct of diffe re ntial re te ntion of th e k now l e dge gl e ane d from practice s u ch th at th os e w h o s u cce s s fu l l y com pre h e nde d th e ins tru ctions l ocate d in th e m anu alw e re m ore l ik e l y Tab l e 3. Z e ro-orde r Corre l ations of Pre dictors and O utcom e Me as ure s during D e l aye d As s e s s m e nt;* p < .05. ** p < .01 Variab l es A ge Del aye d Tim e A ge Pe rce ptu alSpe e d SpatialA b il ity Re ading Com pre h e ns ion W ork ing M e m ory TCEQ -W e b Us e TCEQ -W e b Expe rie nce TCEQ -Com pu te r Expe rie nce 1.0 -.77** -.67** -.41** -.32* -.43** -.34* -.26 .65** -.70** -.59 ** -.57** -.42** -.79 ** -.63** -.76** Del aye d Cognitive Errors .5** -.41** -.44** -.50** -.34* -.30* -.22 -.13 Del aye d M otor Errors .36** -.22 -.18 -.19 -.25 -.30* -.25 -.03 D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 R e gre s s ion A nal ys e s A s e rie s of h ie rarch icalre gre s s ions w e re pe rform e d on e ach of th e ou tcom e m e as u re s of tim e on tas k and cognitive e rrors du ring th e de l aye d as s e s s m e nt. Be cau s e th e s tandard pre dictors of com pu te r pe rform ance h ave not ye t b e e n as s e s s e d in th e PD A e nvironm e nt, th e nu m b e r of pre dictor variab l e s and th e ir orde ring in e ach h ie rarch icalre gre s s ion w e re gu ide d b y th e corre l ational anal ys e s . A s none of th e cognitive or e xpe rie nce variab l e s s trongl y corre l ate d w ith th e occu rre nce of m otor controle rrors du ring th e de l aye d as s e s s m e nt, th e occu rre nce of m otor controle rrors w il l not b e dis cu s s e d fu rth e r. To controlfor ch ronol ogical age , th is variab l e w as e nte re d firs t in al lre gre s s ions fol l ow e d b y th e re m aining cognitive and e xpe rie nce variab l e s th at corre l ate d w ith e ach crite rion variab l e (i.e ., tim e on tas k and cognitive e rrors ). 135 w w w . g e r o n te c h jo u r n a l. n e t s h ip b e tw e e n de m ograph ic variab l e s, cognitive fu nction, and PD A pe rform ance . Cons is te nt w ith pre viou s anal ys e s , age w as corre l ate d w ith al lof th e cognitive and de m ograph ic variab l e s. Al l of th e de m ograph ic and cognitive m e as u re s w e re s ignificantl y corre l ate d w ith tim e on tas k w h e re as onl y cognitive m e as u re s corre l ate d w ith cognitive e rror produ ction. Inte re s tingl y, s e l f-re porte d w e b -u s e (r = -.3) w as corre l ate d w ith th e nu m b e r of m otor control e rrors ob s e rve d, h ow e ve r, none of th e cognitive m e as u re s w e re re l ate d. D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 PD A s a n d O ld e r A d u lts w w w . g e r o n te c h jo u r n a l. n e t 136 to avoid cognitive e rrors du ring th e de l aye d as s e s s m e nt. Bas e d on th e corre l ationalanal ys e s , th e cognitive variab l es for w ork ing m e m ory, s patialab il ity, and pe rce ptu als pe e d w e re e nte re d into s u cce s s ive s te ps of th e re gre s s ion proce du re b u t e ach fail e d to e xpl ain a s ignificant am ou nt of variance and w il lnot b e dis cu s s e d fu rth e r in th is re port. Us ab il ity Surve y A nal ys e s Us ab il ity agre e m e nt ratings Th e m e an u s ab il ity agre e m e nt ratings for e ach age grou p are pre s e nte d in Tab l e 4. For al lite m s , th e m e an agre e m e nt rating w as ab ove 4.80 w h ich indicate s th at e ach age grou p on ave rage h el d pos itive attitu de s re garding th e ir firs t e xpe rie nce w ith PD A s . T-te s t com paris ons re ve al e d age diffe re nce s in pe rce ive d u s ab il ity for five of th e s ix s tate m e nts . You nge r adu l ts rate d th e PD A s as s ignificantl y e as ie r and s im pl e r to u s e and rate d th e e as e of l e arning to u s e th e de vice s as h igh e r th an th at re porte d b y th e ol de r adu l ts ; t(49 ) = 2.80, p <.01, t (49 ) = 3.42, p <.01, and t (49 ) = 2.46, p <.01, re s pe ctive l y. Fu rth e rm ore , you nge r adu l ts al s o rate d th e ir e ffe ctive ne s s at e nte ring m e dication s ch e du l ing inform ation and e rror re cove ry as h igh e r th an th at of th e ol de r adu l ts ; t(49 ) = 2.69 , p <.01 and t (49 ) = 4.65, p <.01, re s pe ctive l y. Com paris ion of th e re m aining finalm e an ratings re ve al e d no age diffe re nce s on th e s tate m e nt re garding th e l ik e l ih ood of fu tu re u s e . Inte re s tingl y, th e ol de r adu l ts (M = 5.24) rate d th e ir l ik e l ih ood of fu tu re u s e as s l igh tl y, b u t not s ignificantl y h igh e r th an th at re porte d b y th e you nge r adu l ts (M = 5.15). Re s pons e s to ope n-e nde d q ue s tions Re s pons e s to th e ope n-e nde d q u e s tions w e re trans crib e d and code d b y tw o inde pe nde nt rate rs . Pe rce ntage agre e m e nt b e tw e e n th e ratings of th e code rs w as cal cu l ate d to de te rm ine inte r-rate r re l iab il ity. Th e h igh pe rce ntage agre e m e nt w h ich w as 9 7.6% indicate d th at th e coding s ch e m e w as ade q u ate l y de fine d and re l iab l e. W h e n as k e d for th e BEST ‘th ing’ ab ou t th e PD A , th e you nge r adu l ts gave th e fol l ow ing re s pons e s : 15 (58%) s tate d th at th e de vice w as ge ne ral l y e as y to u s e , 12 (46%) note d th e s m al l /portab l e s iz e of th e de vice , and 4 (15%) m ade re fe re nce to its pote ntialu s e for pe rs onalorganiz ation. Th e ol de r adu l ts gave th e fol l ow ing re s pons e s to th e s am e q u e s tion: 11 (44%) note d th e s m al l /portab l e s iz e , 6 (24%) s tate d th at th e dis pl ay w as e as y to re ad, and 3 (12%) note d th at th e q u al ity of th e m e nu /s cre e n organiz ation m ade th e de vice e as y to u s e . Th u s , you nge r and ol de r adu l ts w e re ge ne ral l y in agre e m e nt re garding th e ir opinion of th e ‘b e s t’ fe atu re s of th e PD A : portab il ity and e as e of u s e . W h e n as k e d for th e W O RST ‘th ing’ ab ou t th e PD A , you nge r adu l ts gave th e fol l ow ing re s pons e s : 9 (35%) dis l ik e d th e s m al ldis pl ay s cre e n, 5 (19 %) com m e nte d on th e m onoch rom e dis pl ay, w h il e Tab l e 4. Me an us ab il ity agre e m e nt ratings ;Standard D e viations in pare nth e s e s ; * p < .01 Q ue s tion Younge r O ve ral ls atis faction Sim pl icity of ope ration Eas e of inform ation e ntry Eas e of l e arning Error re cove ry Lik e l ih ood of fu tu re u s e 6.42 6.50 6.62 6.46 6.31 5.15 (.64) (.71) (.50) (.65) (.84) (1.9 1) Ol de r 5.72 5.68 5.9 6 5.9 2 4.80 4.24 (1.10)* (.9 9 )* (1.14)* (.9 1)* (1.41)* (1.48) W h e n as k e d to de s crib e ‘s om e th ing NEW ’ in fu tu re ve rs ions of th e PD A , 6 (23%) you nge r participants m ainl y e xpre s s e d re vis ions to th e vis u al l ayou t (e .g., s h ape , col or, b u tton configu ation) of th e de vice , w h e re as 5 (19 %) e xpre s s e d a pre fe re nce for a col or s cre e n. By contras t, 3 (12%) ol de r adu l ts w ante d voice inte raction, 2 (8%) w ante d an e m e rge ncy b u tton (e .g., 9 11) for rapid-as s is tance com m u nication, and 2 (8%) re q u e s te d a l arge r, col or s cre e n. Le s s fre q u e nt re s pons e s incl u de d: b ack l igh ting of th e dis pl ay, privacy m e as u re s for m e dication inform ation, and b e tte r s ou nd fe atu re s . Th u s , oth e r th an b oth age grou ps e xpre s s ing inte re s t in a col or s cre e n, th e tw o grou ps diffe re d in th e ir pre fe re nce for fu tu re de s ign. Th e you nge r adu l ts w ante d ch ange s to th e vis u all ayou t w h e re as ol de r adu l ts w ante d fu tu re PD A s to incl u de voice inte raction and an e m e rge ncy b u tton. D ISCUSSIO N Col l e ctive l y, th e re s u l ts from th e cu rre nt e xpe rim e nt il l u s trate th at ol de r adu l ts can l e arn to u s e PD A -b as e d m e dication adh e re nce appl ications if give n th e appropriate training. Fu rth e rm ore , th e s e findings indicate d th at m any of th e tre nds ob s e rve d in pre viou s s tu die s th at inve s tigate d de s k top com pu te r s k il lacq u is ition29 w ith ol de r adu l ts w e re al so pre s e nt w h e n PD A s k il lacq u is ition w as e xpl ore d. Firs t, ol de r adu l ts re q u ire d m ore tim e to com pl e te th e PD A -b as e d m e dication e ntry tas k and com m itte d m ore cognitive and m otor e rrors th an you nge r adu l ts . Se cond, th e PD A pe rform ance of ol de r adu l ts im prove d in te rm s of re du ce d tim e on tas k and e rror com m is s ion ove r tim e ye t th e y fail e d to re ach th e s am e l e ve l of proficie ncy de m ons trate d b y th e you nge r adu l ts . Final l y, th e q u al itative re s pons e s from th e s u rve y of PD A u s ab il ity indicate d th at de s pite age diffe re nce s in pe rce ive d u s ab il ity b e tw e e n you ng and ol de r adu l ts , th e ol de r adu l ts re taine d th e ir ge ne ral l y pos itive attitu de s re garding de vice u s age . A prim ary m otivation for th is re s e arch w as to de te rm ine w h e th e r u s ab il ity-re l ate d is s u e s m igh t act as b arrie rs to re du ce or e l im inate th e pote ntialb e ne fits of u s ing PD A s to e nh ance m e dication adh e re nce . A l th ou gh m e dication adh e re nce w as not te s te d dire ctl y in th is e xpe rim e nt, th e pe rform ance of th e ol de r adu l ts w as e ncou raging b e cau s e th e y continu e d to im prove ove r tim e w ith practice . Spe cifical l y, ol de r adu l ts com pl e te d th e m e dication e ntry tas k m ore q u ick l y and w ith fe w e r cognitive and m otor e rrors as th e ir e xpe rtis e w ith th e PD A gre w . Im portantl y, th e re s u l ts of th e re gre s s ion anal ys e s h igh l igh te d th e ne e d for e ffe ctive training program s to m axim iz e th e u s ab il ity of th e s e h andh el d de vice s . Be cau s e pe rce ptu als pe e d and re ading com pre h e ns ion e xpl aine d a portion of th e variance in th e de pe nde nt variab l e s of tim e on tas k and cognitive e rror produ ction, re s pe ctive l y, a nu m b e r of training de s ign re com m e ndations m igh t b e cons ide re d to m e e t th e ne e ds of ol de r adu l ts . For ins tance , it is im pe rative th at ins tru ction doe s not progre s s at a rate too fas t for ol de r adu l ts give n th e ir re du ce d proce s s ing s pe e d 1. Lik e - 137 w w w . g e r o n te c h jo u r n a l. n e t oth e rs 2 (8%) de s crib e d prob l e m s u s ing th e s tyl u s and 2 (8%) e xpre s s e d difficu l ty re ading th e s cre e n b e cau s e of gl are . Th e ol de r adu l ts gave th e fol l ow ing re s pons e s to th e s am e q u e s tion: 5 (20%) dis l ik e d th e s m al ls cre e n dis pl ay, 4 (16%) e xpre s s e d annoyance at th e ide a of k e e ping th e de vice w ith th e m , and 4 (16%) de s crib e d difficu l ty w ith th e s tyl u s . Le s s fre q u e nt re s pons e s incl u de d: s m al lb u tton s iz e , u nappe al ing appe arance of th e PD A , and poor s cre e n contras t m ak ing th e de vice dis pl ay difficu l t to re ad. Th u s , th e age grou ps w e re ge ne ral l y in agre e m e nt th at th e s m al ldis pl ay s iz e and difficu l ty m anipu l ating th e s tyl u s re du ce d pe rce ive d PD A u s ab il ity. D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 PD A s a n d O ld e r A d u lts D e c e m b e r 2 0 0 5 , Vo l 4 , N o 3 PD A s a n d O ld e r A d u lts w w w . g e r o n te c h jo u r n a l. n e t 138 w is e , re ading com pre h e ns ion of ins tru ctions m igh t b e facil itate d b y th e u s e of el ab orative m e m ory s trate gie s and th e u s e of e xpl icit s ignal s th at h igh l igh t th e m ain ide as and re l ations in th e te xt1,3. M ore ove r, th e finding th at pre viou s de s k top com pu ting e xpe rie nce is pre dictive of PD A s k il l acq u is ition s u gge s ts th at it m ay b e u s e fu l l y appl ie d to th e de ve l opm e nt of training cu rricu l a. A s ne w inform ation is u s u al l y inte rpre te d in th e conte xt of th e pre -e xis ting k now l e dge b as e , ins tru ctionalm ate rial s s h ou l d be pre s e nte d u s ing fam il iar te rm inol ogy th at capital iz e s on th e pre viou s de s k top e xpe rie nce s of ol de r adu l ts to facil itate l e arning9 ,30. O f cou rs e , th e s u cce s s of any te ch nol ogy-re l ate d training program w il lh inge on th e attitu de s of th e ol de r adu l ts u nde rgoing training30,31. Be cau s e pre viou s re s e arch s u gge s ts th at ol de r adu l ts w h o vie w com pu te r te ch nol ogy as b e ing u s e fu lto th e m are al s o m ore l ik e l y to u s e th e s e de vice s 32, th e findings from th e u s ab il ity s u rve y are particu l arl y ins igh tfu l in de te rm ining w h e th e r ol de r adu l ts are l ik e l y to u s e PD A s ou ts ide of th e l ab oratory. A nal ys is of th e s u rve y data re ve al ed th at al th ou gh th e m e an u s ab il ity ratings for five of th e s ix s tate m e nts did vary b y age , ol de r adu l ts re taine d ge ne ral l y pos itive attitu de s in s pite of difficu l tie s e xpe rie nce d du ring th e m e dication e ntry tas k . M os t s u rpris ing w as th e finding th at ol de r adu l ts e xpre s s e d a l arge r m e an agre e m e nt th an you nge r adu l ts to th e l ik e l ih ood of u s ing PD A s in th e fu tu re . A ne cdotal l y, th e s e findings w e re fu rth e r s u b s tantiate d b y s e ve ralof th e ol de r participants u s ing th e m one y e arne d from s tu dy participation to pu rch as e th e ir ow n PD A s . W h e n as k e d to m ak e u til ity ju dgm e nts of PD A fe atu re s , opinions of th e ‘b e s t’ and ‘w ors t’ fe atu re s w e re ge ne ral l y cons is te nt acros s age grou ps . H ow e ve r, th e patte rn of re s u l ts for ‘fu tu re ’ fe atu re s are s u gge s tive . W h il e th e you nge r participants appe are d to b e inte re s te d in al te ring th e appe arance of PD A s for m ore ae s th e tic pu rpos e s , th e ide as of th e ol de r adu l ts w e re m ore as s ociate d w ith im proving fu nction to com pe ns ate for re du ce d u s ab il ity. A l th ou gh b oth age grou ps de s crib e d difficu l ty w ith u s ing th e s tyl u s as one of th e ‘W ors t’ fe atu re s of th e PD A , onl y th e ol de r adu l t s u gge s tion of voice inte ractivity approxim ate s a de s ign s ol u tion. Lik e w is e , th e re q u e s t for an e m e rge ncy as s is tance b u tton s u gge s ts th at ol de r adu l ts are aw are of th e ir pote ntialne e d to u s e s u ch a fe atu re to com pe ns ate for ph ys icalvu l ne rab il ity. M ore ove r, th e s e data il l u s trate th e val u e of u s ing ol de r adu l ts to te s t th e u s ab il ity of de vice s s u ch as PD A s b e cau s e u s e rs in oth e r age grou ps m ay al s o b e ne fit from th e incl u s ion of fe atu re s th at incre as e s afe ty and privacy fu nctional ity33,34. W h il e th e re s u l ts of th is s tu dy are pote ntial l y inform ative for fu tu re PD A training cu rricu l a and h ardw are de s ign, a nu m b e r of l im itations m u s t b e m e ntione d. Firs t, th is s tu dy w as a b e s t-cas e s ce nario— onl y re l ative l y wel l e du cate d and h e al th y ol de r adu l ts participate d in th is s tu dy. Th e ave rage ol de r adu l t w il ll ik e l y m ak e m ore e rrors , and h ave gre ate r difficu l ty w h ich cou l d re s u l t in cl inical l y s ignificant re du ctions in m e dication adh e re nce . Se cond, th e b e h avior of a re l ative l y s m al l s am pl e of individu al s from e ach age grou p w as ob s e rve d du ring a re l ative l y b rie f pe riod. Th e incl us ion of a PD A s k il las s e s s m e nt s e ve ral w e e k s afte r th e com pl e tion of training s h ou l d b e inform ative in de te rm ining h ow w e l ls u ch s k il l s are m aintaine d ove r tim e . Th u s , cau tion m u s t b e u s e d in inte rpre ting tre nds in th e data. Th ird, PD A u s e m e as u re s and pe rce ive d u s ab il ity ratings w e re col l e cte d in th e control l ed e nvironm e nt of th e l ab oratory w h e re al l of th e participants w e re aw are th at th e y w e re b e ing ob s e rve d. To addre s s th e s e PD A s a n d O ld e r A d u lts R e fe re nce s 1. M ayh orn CB, Stronge A J, M cLau gh l in A C, Roge rs W R. O l de r adu l ts , com pu te r training, and th e s ys te m s approach : A form u l a for s u cce s s . Edu cationalGe rontol ogy 30(3):185203;2004 2. Roge rs W A , M ayh orn CB, Fis k A D . Te ch noK w on S, Bu rdick D , e ditors , Ge rote ch nol ogy: Re s e arch and practice in te ch nol ogy and Be cau s e ol de r adu l ts com m onl y e xpre s s th e de s ire to re tain th e ir fu nctionalinde pe nde nce 35, it is cl e ar th at one approach to as s is ting th e m to ach ie ve th is goalis th rou gh th e de ve l opm e nt of te ch nol ogy tail ore d to m e e t th e ir s pe cific ne e ds . W h e th e r th e prom is e of e nh ance d m e dication adh e re nce can b e re al iz e d b y ove rcom ing th e u s ab il ity b arrie rs th at ol de r adu l ts e ncou nte r w ith PD A s is an e m piricalq u e s tion ripe for fu rth e r re s e arch . Fu tu re w ork in th is are a w il lfocu s on e fforts to re du ce e rror produ ction b y is ol ating pe rce ptu al and cognitive factors as s ociate d w ith diffe re nt type s of e rrors . Th rou gh th e ide ntification of u s ab il ity is s u e s cou pl e d w ith k now l e dge of de s ign re com m e ndations b as e d on pre viou s cognitive aging and h u m an factors re s e arch , th e de s ign of ne w and e m e rging te ch nol ogie s s u ch as PD A s m ay offe r an opportu nity to prom ote s u cce s s fu laging, im prove d s afe ty, and pe rs onal e m pow e rm e nt th rou gh m u ndane tas k s s u ch as m e dication adh e re nce . aging. Ne w York : Springe r;2004;pp 3-17 3. Cz aja SJ, Le e CC. Th e inte rne t and ol de r adu l ts : D e s ign ch al l e nge s and opportu nitie s . In Ch arne s s N, Park D C, Sab e lBA , e ditors , Com m u nication, te ch nol ogy, and aging: O pportu nitie s and ch al l e nge s for th e fu tu re . Ne w York : Springe r;2001 4. Ech t K W , M orre l lRW , Park D C. Th e e ffe cts of age and training form ats on b as ic com pu te r s k il lacq u is ition in ol de r adu l ts . Edu cational Ge rontol ogy 24:3–25;19 9 8 5. 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