PAGE 1
Background Results Yaswanth Chintaluru BS 1,2 , Ivan Ramirez PhD 1 ,Trishia Vasquez MSS 1 33 1 University of Colorado Denver, 2 University of Colorado School of Medicine Vulnerability, Drugs, and Death: Investigating Colorado Opioid Overdose Deaths Using Geographic and Social Vulnerability Data Objectives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ooking Forward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onclusions References \%/3+'(P7(I+3/(-1'+2-,'(#&2(!I(1%,%*,(9'*5''&(PQQL = PQRS P ! Z%/4',*(-1'+2-,'(2'#*4(#2W3,*'2(+#*',?(V'/%-&,(M<(]<(#&2(L Methods ^'#,3+', ! K-6%#0(E30&'+#9%0%*:(O&2'"@KEOD($'#,3+', S ? ! N((_-(1'4%60'?(Y'+6'&*(4-3,'4-02,(5%*4(&-(1'4%60'(#1#%0#90'7( ! N(-.()-)30#*%-&($%&-+%*:?(Y'+6'&*($%&-+%*:(,*#*3,(( ! N(-.()-)30#*%-&()-1'+*:?(Y'+6'&*(-.()'+,-&,(9'0-5(.'2'+#00:(2'.%&'2( )-1'+*:(0%&'@1#+%',(9:(*4'(,%`'(#&2(#/'(6-$)-,%*%-&(-.(*4'( 4-3,'4-02D ! N(-.()-)30#*%-&(3&'$)0-:'2?(B%1%0%#&()'+,-&,(3&'$)0-:'2(#6*%1'0:( ,''G%&/('$)0-:$'&*(2%1%2'2(9:(*-*#0(6%1%0%#&()-)30#*%-&( ! KEO(2#*#(5#,(,-+*'2(.+-$(6-3&*:(0'1'0(*-(#1'+#/'(1#03',(.-+(+'/%-(0'1'0 ! A)%-%2(A1'+2-,'(I'#*4,?(#/'(#2W3,*'2(+'/%-(+#*'<(2'#*4,()'+(RQQ:,%,?(Y'#+,-&a,(6-++'0#*%-&(#:,%,(.-+(KEO(2#*#(#&2(-)%-%2(-1'+2-,'(2'#*4,( 3,%&/( b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c4'&(63+#*%&/()0#&,(.-+(#6*%-&<(%*(%,( %$)-+*#&*(*-(.-63,(+',-3+6',(,*+#*'/%6#00:7(B-++'0#*%&/(,-03*%-&,(5%*4( ,-6%#0(130&'+#9%0%*:(#&2(+3+#0(#&2(.+-&*%'+(+'/%-&,(6#&(%$)+-1'( '..%6%'&6:7(( ! V')-+*,(%&2%6#*'(2+3/(-1'+2-,'(2'#*4,(*%-&5%2'(4#1'( %&6+'#,'2(,%&6'(*4'(BAEOI( = Rd(PQPQ( )#&2'$%6 ! K*32%',( 4#1'(,4-5&(+#)%20:(%&6+'#,'2(4'+-%&(-1'+2-,'( 2'#*4,(23+%&/(*%$',(-.(.%&6%#0(4#+2,4%)(@.%/3+'(PD ! BAEOI = Rd(+'0%'.('..-+*,(,4-302(6-&,%2'+(,364(#..'6*,(-.(*4'( )#&2'$%6( I#*#(-9*#%&'2(.+-$(1%*#0(,*#*%,*%6,(B-0-+#2-(I')*7(Y390%6(Z'#0*4(#&2(!&1%+-&$'&*(@BIYZ!D( e A1'+2-,'( I'#*4,((>/'(#2W3,*'2(+#*',(.-+(>&:(-)%-%2(#/',%6(@8SQ7P = 8SQ7SD(AV(4'+-%&(@8SQ7RD(PQQS = PQRM 'A5&2$9#."5$&-,(-($& -:51$-.5&$52"B&C2"5&0#$-,#<(B-&'W-,<(B-,*%00#<(^%&'+#0<(V%-( [+#&2'<(#&2(K#/3#64' C5A(-3&L RS7d J+9#& Y3'90C5A(-3&M RS7] \+-&*%'+;V3+#0 f#6#<(f'&*<(B+-50':<(Z3'+.#&-<(g%-5#<(h#,( >&%$#,<(A*'+-<(#&2(Y+-5'+, ?2805&;@&& V'/%-(%&.-+$#*%-&(-.(8-)(H(>/'(#2W3,*'2(+#*'2(-)%-%2(-1'+2-,'( 2'#*4,(PQRS = PQRM R7 f+%i3'0'* <(g7(@PQPQ<(^#:(QHD7(I-&a*(\-+/'*(*4'(A*4'+(Y#&2'$%6(g%00%&/(84-3,#&2,(-.(>$'+%6#&,7( V'*+%'1'2(^#:(QS<(PQPQ<(.+-$(4**),?;;5557*4'2#%0:9'#,*76-$;-)%-%2 = 2'#*4, = ,3+/' = 23+%&/ = 6-+-%+3, = %& = #$'+%6#, = -1'+2-,' = 6#)%*#0,j+'.k,6+-00 P7 Z-00%&/,5-+*4<(>7<( V34$ <(B7<(l(K%$-&<(g7(@PQR]D7(^#6+-'6-&-$%6(B-&2%*%-&,(#&2(A)%-%2(>93,'7( 2-% ?(RQ7HHML;5PHRdP H7 h%1%&/,*-&<(^7(I7<(f#+&'**<(87(!7<( I'064'+ <(B7<(l( c#/'#+ <(>7(B7(@PQR]D7(V'6+'#*%-(B#& %,( h'/#0%`#*%-&(#&2(A)%-%2 = V'0#*'2(I'#*4,(%&(B-0-+#2-<(PQQQ e PQRF7 >$'+%6#&(b-3+(-.(Y390%6( Z'#0*4< RQ]@RRD<(RMP] = RMPd7(2-%?RQ7PRQF;#W)47PQR]7HQSQFd S7 \0#/#&<(f7(!7<([+'/-+:<(!7(c7<( Z#00%,': <(!7(b7<( Z'%*/'+2 <(b7(h7<(l(h'5%,<(f7(@PQRRD7(>(K-6%#0( E30&'+#9%0%*:(O&2'"(.-+(I%,#,*'+(^#/'$'&*7 b-3+(-.(Z-$'0#&2(K'63+%*:(#&2(!$'+/'&6:( ^#/'$'&*< M@RD7(2-%?RQ7PPQP;RFS] = ]HFF7R]dP !-6(20&7#035128(0("%&721(2805& /-11502"(-3&C5.#0". Y'+6'&*#/'(-.(4-3,'4-02,(5%*4(&-( 1'4%60', !"#$%&'(%)$ Q7]H] * + ,#-." m7QQR Y'+6'&*(%&2%1%23#0,(9'0-5()-1'+*: !"#$%&'(%)$ Q7L]L * + ,#-." m7QQR Y'+6'&*($%&-+%*: !"#$%&'(%)$ Q7]PS * + ,#-." m7QQR Y'+6'&*(-.(6%1%0%#&,(3&'$)0-:'2 !"#$%&'(%)$ Q7Ld] * + ,#-." m7QQR
|