|  line  | 
 stmt  | 
 bran  | 
 cond  | 
 sub  | 
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 package Medical::DukePTP;  | 
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2
  
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35517
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 use warnings;  | 
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4
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78
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 use strict;  | 
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1373
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 =head1 NAME  | 
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8
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 Medical::DukePTP - Calculate the Duke pre-test probability of CAD  | 
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9
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 =head1 VERSION  | 
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 Version 0.3  | 
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14
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 =cut  | 
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15
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 our $VERSION = '0.3';  | 
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17
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18
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19
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 =head1 SYNOPSIS  | 
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20
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    | 
| 
21
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     use Medical::DukePTP;  | 
| 
22
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       | 
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23
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     my $rh_params = {   | 
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24
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         'smoking'      => 1,  | 
| 
25
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         'diabetes'     => 1,  | 
| 
26
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         'age'          => 55,  | 
| 
27
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         'sex'          => 'male',  | 
| 
28
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         'chest_pain'   => 'typical',  | 
| 
29
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     };  | 
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30
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31
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     my $ptp = Medical::DukePTP::ptp( $rh_params );  | 
| 
32
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33
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 =head1 BACKGROUND  | 
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34
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35
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36
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 Important diagnostic and prognostic outcomes can be predicted from   | 
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37
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 information collected by the physician as a part of the initial   | 
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38
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 assessement. Despite the fact that much of the clinical information   | 
| 
39
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 collected by a physician is "soft" or subjective data, predictions  | 
| 
40
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 of outcome based on the information from the initial evaluation are accurate  | 
| 
41
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 and can be deployed in order to identify "high" and "low" risk patients.  | 
| 
42
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    | 
| 
43
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 This module implements the Duke pre-test probability of a patient   | 
| 
44
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 having significant Coronary Artery Disease. This is accomplished by  | 
| 
45
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 taking into consideration symptom typicality, sex, age and cardiovascular  | 
| 
46
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 risk factors such as diabetes or high cholesterol.  | 
| 
47
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    | 
| 
48
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 The method is based on:  | 
| 
49
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    | 
| 
50
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     Pryor D.B. et al., "Value of the history and physical in   | 
| 
51
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     identifying patients at increased risk of CAD", Ann Int Med 1993, 118:81-90  | 
| 
52
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    | 
| 
53
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 The PubMed entry for the paper:  | 
| 
54
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    | 
| 
55
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 L  | 
| 
56
 | 
 
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 | 
 
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    | 
| 
57
 | 
 
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 | 
 
 | 
 
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 =head1 FUNCTIONS  | 
| 
58
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    | 
| 
59
 | 
 
 | 
 
 | 
 
 | 
 
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 | 
 =head2 ptp  | 
| 
60
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
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 | 
    | 
| 
61
 | 
 
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 | 
 Accepts a reference to a hash with parameters and returns a scalar   | 
| 
62
 | 
 
 | 
 
 | 
 
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 | 
 which denotes the pre-test probability of coronary artery disease.  | 
| 
63
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 Note that the value is rounded upwards.  | 
| 
64
 | 
 
 | 
 
 | 
 
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 | 
    | 
| 
65
 | 
 
 | 
 
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 | 
 
 | 
 
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 | 
 Required parameters include:  | 
| 
66
 | 
 
 | 
 
 | 
 
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    | 
| 
67
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     sex : 'male' or 'female'  | 
| 
68
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     age : numerical age of patient  | 
| 
69
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
70
 | 
 
 | 
 
 | 
 
 | 
 
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 Optional parameters  | 
| 
71
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
    | 
| 
72
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     chest_pain     : 'typical' or 'atypical'  | 
| 
73
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     previous_MI    : history of previous Myocardial Infarction (1 for yes)  | 
| 
74
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ECG_Q_wave     : ECG Q waves of previous Myocardial Infarction (1 for yes)   | 
| 
75
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ECG_ST-T_wave  : ECG ST changes at rest (1 for yes)  | 
| 
76
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     smoking        : current smoker (1 for yes)  | 
| 
77
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     hyperlipidemia : cholesterol > 6.5 mmol/l (>250 mg/dl) (1 for yes)  | 
| 
78
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     diabetes       : diabetic (1 for yes)  | 
| 
79
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
80
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 This function will return I on error.  | 
| 
81
 | 
 
 | 
 
 | 
 
 | 
 
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 | 
 
 | 
    | 
| 
82
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 =cut  | 
| 
83
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
    | 
| 
84
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 sub ptp {  | 
| 
85
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $rh = shift;  | 
| 
86
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
87
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ##  | 
| 
88
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ## validate input structure  | 
| 
89
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
    | 
| 
90
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     return unless   | 
| 
91
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         ( defined $rh && $rh && ref($rh) eq 'HASH');  | 
| 
92
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
93
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ##  | 
| 
94
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ## validate input params  | 
| 
95
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
96
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     foreach my $k qw(age sex) {  | 
| 
97
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         return unless   | 
| 
98
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
             ( defined( $rh->{$k} ) );  | 
| 
99
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     }  | 
| 
100
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
101
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ##  | 
| 
102
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ## fill in some defaults   | 
| 
103
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
104
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     for my $k qw(smoking hyperlipidemia   | 
| 
105
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
                  diabetes previous_MI ECG_Q_wave ECG_ST-T_wave) {  | 
| 
106
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
107
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         $rh->{$k} ||= 0;  | 
| 
108
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     }  | 
| 
109
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
110
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ##  | 
| 
111
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ## process the 'sex'   | 
| 
112
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
113
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     if ( $rh->{'sex'} eq 'male' ) {  | 
| 
114
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         $rh->{'sex'} = 0;  | 
| 
115
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     } elsif ( $rh->{'sex'} eq 'female') {  | 
| 
116
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         $rh->{'sex'} = 1;  | 
| 
117
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     } else {  | 
| 
118
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         die "Unknown sex variable: $rh->{'sex'}";  | 
| 
119
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     }  | 
| 
120
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
121
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ##  | 
| 
122
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     ## process the chest pain typicality  | 
| 
123
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
124
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     # In the event of non-specific chest pain  | 
| 
125
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     # no action is required as there is no coefficient used    | 
| 
126
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
127
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $typical_angina          = 0;  | 
| 
128
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $atypical_angina         = 0;  | 
| 
129
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
130
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     if ( defined $rh->{'chest_pain'} ) {  | 
| 
131
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        if ( $rh->{'chest_pain'} eq 'typical' ) {  | 
| 
132
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
            $typical_angina = 1;  | 
| 
133
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        } elsif ( $rh->{'chest_pain'} eq 'atypical' ) {  | 
| 
134
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
            $atypical_angina = 1;   | 
| 
135
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        }  | 
| 
136
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
    }       | 
| 
137
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
138
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $intercept = -7.376;  | 
| 
139
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
140
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $baseline =   | 
| 
141
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
142
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $rh->{'age'}        * 0.1126 ) +  | 
| 
143
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $rh->{'sex'}        * -0.328 ) +  | 
| 
144
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $typical_angina     * 2.581  ) +  | 
| 
145
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $atypical_angina    * 0.976  ) +  | 
| 
146
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $rh->{'ECG_Q_wave'}  * 1.213  ) +  | 
| 
147
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $rh->{'ECG_ST-T_wave'} * 0.637 ) +  | 
| 
148
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $rh->{'previous_MI'} * 1.093  );  | 
| 
149
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        | 
| 
150
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
    my $risk_factors =   | 
| 
151
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
          | 
| 
152
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $rh->{'smoking'}        * 2.596  ) +  | 
| 
153
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $rh->{'diabetes'}       * 0.694  ) +  | 
| 
154
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
        ( $rh->{'hyperlipidemia'} * 1.845  );       | 
| 
155
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
156
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $interactions =   | 
| 
157
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
           | 
| 
158
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         ( $rh->{'age'}         * $rh->{'sex'}            * -0.0301 ) +  | 
| 
159
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         ( $rh->{'previous_MI'} * $rh->{'ECG_Q_wave'}     * 0.741   ) +  | 
| 
160
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         ( $rh->{'age'}         * $rh->{'smoking'}        * -0.0404 ) +  | 
| 
161
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         ( $rh->{'age'}         * $rh->{'hyperlipidemia'} * -0.0251 ) +   | 
| 
162
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         ( $rh->{'sex'}         * $rh->{'smoking'}        * 0.550   );  | 
| 
163
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
164
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $raw_score =   | 
| 
165
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         $intercept    +  | 
| 
166
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         $baseline     +  | 
| 
167
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         $risk_factors +  | 
| 
168
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
         $interactions;         | 
| 
169
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
    | 
| 
170
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $raw_p = 1 / ( 1 + exp(1) ** ( $raw_score * -1 ) );  | 
| 
171
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
172
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     my $p = 100 * ( abs( $raw_p ) );  | 
| 
173
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
       | 
| 
174
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
     return (int( $p + .5 ));  | 
| 
175
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 }  | 
| 
176
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
    | 
| 
177
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 =head1 AUTHOR  | 
| 
178
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
 | 
    | 
| 
179
 | 
 
 | 
 
 | 
 
 | 
 
 | 
 
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 Please report any bugs or feature requests to C, or through  | 
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 the web interface at L.  I will be notified, and then you'll  | 
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 automatically be notified of progress on your bug as I make changes.  | 
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 =item * AnnoCPAN: Annotated CPAN documentation  | 
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 =item * Search CPAN  | 
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 This program is free software; you can redistribute it and/or modify it  | 
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 under the terms of either: the GNU General Public License as published  | 
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 by the Free Software Foundation; or the Artistic License.  | 
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