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package Lingua::ConText; |
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use 5.008008; |
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use strict; |
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use warnings; |
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require Exporter; |
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our (@ISA,@EXPORT_OK,$VERSION,$phrase); |
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BEGIN { |
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@ISA = qw(Exporter); |
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$VERSION = '0.01'; |
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@EXPORT_OK = qw( |
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applyContext |
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); |
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} |
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################################################################################################## |
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our $MAX_WINDOW = 15; |
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our $target_word_regex = ''; |
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################################################################################################## |
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our ($phrase, $regex_list); |
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sub init { |
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while ( my($position,$type_hash) = each %{$phrase} ) { |
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while ( my ($type,$list) = each %{$type_hash} ) { |
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foreach my $p ( @{$list} ) { |
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$regex_list->{$position}->{$type} .= '|' if $regex_list->{$position}->{$type}; |
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$regex_list->{$position}->{$type} .= $p; |
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} |
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} |
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} |
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} |
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################################################################################################## |
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sub applyContext { |
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my ( $concept, $sentence ) = @_; |
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return unless $concept && $sentence; |
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my $tagged = preprocess_sentence( $concept, $sentence ); |
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return [ "'$concept' not found in this sentence.", $sentence, ] if ! $tagged; |
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# print "$tagged\n\n"; |
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my @words = split /[,;\s]+/, $tagged; |
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my $ne = applyNegEx( \@words ); |
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my $tmp = applyTemporality( \@words ); |
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my $subj = applyExperiencer( \@words ); |
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return [ $concept, $sentence, $ne, $tmp, $subj ]; |
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} |
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################################################################################################## |
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sub preprocess_sentence { |
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my $concept = lc shift; |
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my $sentence = lc shift; |
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$sentence =~ s/\s+/ /g; |
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if ( $sentence =~ /\b$concept\b/ ) { |
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$sentence =~ s/\b$concept\b/$target_word_regex/g; |
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} else { |
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return; |
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} |
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while ( my($position,$type_hash) = each %{$regex_list} ) { |
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while ( my ($type,$regex) = each %{$type_hash} ) { |
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my $tag = uc( qq{<$type} . '_' . qq{$position>} ); |
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$sentence =~ s/\b($regex)\b/$tag/g; |
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} |
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} |
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my $regex_time = "((1[4-9]|[1-9]?[2-9][0-9])[ |-][day|days] of)|(([2-9]|[1-9][0-9])[ |-][week|weeks] of)|(([1-9]?[0-9])[ |-][month|months|year|years] of)"; #pattern to recognize expressions of >14 days |
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my $regex_time_for = "[for|over] the [last|past] (((1[4-9]|[1-9]?[2-9][0-9])[ |-][day|days] of)|(([2-9]|[1-9][0-9])[ |-][week|weeks] of)|(([1-9]?[0-9])[ |-][month|months|year|years] of))"; # other pattern to recognize expressions of >14 days |
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my $regex_time_since = "since [last|the last]? ((([2-9]|[1-9][0-9]) weeks ago)|(([1-9]?[0-9])? [month|months|year|years] ago)|([january|february|march|april|may|june|july|august|september|october|november|december|spring|summer|fall|winter]))"; |
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$sentence =~ s/\b($regex_time)\b//g; |
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$sentence =~ s/\b($regex_time_for)\b//g; |
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$sentence =~ s/\b($regex_time_since)\b//g; |
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return $sentence; |
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} |
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################################################################################################## |
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sub applyNegEx { |
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my $words = shift; |
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my $window = []; |
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my $word_count = scalar @{$words}; |
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my $this_context; # = 'affirmed'; # affirmed, negated, possible |
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my $m = 0; |
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while ( $m < $word_count ) { |
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if ( @{$words}[$m] =~ /PSEUDO/ ) { |
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$m++; |
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} elsif ( ${$words}[$m] eq '' ) { |
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my $max_window = ( $word_count < $m + $MAX_WINDOW) ? ($word_count - $m) : $MAX_WINDOW; |
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foreach ( my $o=1; $o < $max_window; $o++) { |
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if ( ${$words}[$m+$o] =~ /(|||)/ ) { |
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last; |
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} else { |
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push @{$window}, ${$words}[$m+$o]; |
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110
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} |
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} |
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113
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if ( ${$words}[$m] eq '' ) { |
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$this_context = 'negated'; |
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} elsif ( @{$words}[$m] eq '' ) { |
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$this_context = 'possible'; |
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} |
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119
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for ( my $w=0; $w < scalar( @{$window} ); $w++) { |
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120
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if ( @{$window}[$w] =~ /$target_word_regex/ ) { |
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return $this_context; |
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} |
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} |
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$window = []; |
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$m++; |
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} elsif ( @{$words}[$m] =~ /(|)/ ) { |
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128
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my $max_window = ($m < $MAX_WINDOW) ? $m : $MAX_WINDOW; |
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for ( my $o=1; $o < $max_window; $o++) { |
130
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if( @{$words}[$m-$o] =~ /(||||)/ ) { |
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131
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last; |
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} else { |
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push @{$window}, @{$words}[$m-$o]; |
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134
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} |
135
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136
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if ( @{$words}[$m] eq '' ){ |
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137
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$this_context = 'negated'; |
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} elsif ( @{$words}[$m] eq '' ) { |
139
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$this_context = 'possible'; |
140
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for( my $w=0; $w< scalar( @{$window}); $w++ ) { |
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141
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if( @{$window}[$w] =! /$target_word_regex/ ) { |
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142
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return $this_context; |
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} |
144
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} |
145
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$window = []; |
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$m++; |
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} |
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} |
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} else { |
150
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$m++; |
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} |
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} |
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return $this_context; |
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} |
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156
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157
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158
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# recent, historical, hypothetical |
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sub applyTemporality { |
160
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my $words = shift; |
161
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my $window = []; |
162
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my $words_length = scalar @{$words}; |
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163
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164
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#Going from one temporality term to another, and creating the appropriate window |
165
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my $mm = 0; |
166
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while ( $mm < $words_length ) { |
167
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# /IF word is a pseudo-negation, skips to the next word |
168
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if ( @{$words}[$mm] eq '' ) { |
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169
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$mm++; |
170
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} elsif ( @{$words}[$mm] eq '' ) { |
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#/IF word is a pre- hypothetical trigger term |
172
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#/expands window until end of sentence, termination term, or other negation/possible trigger term |
173
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for ( my $o=1; ($mm+$o) < $words_length; $o++ ) { |
174
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if ( @{$words}[$mm+$o] =~ /(||)/ ) { |
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175
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last; |
176
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} else { |
177
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push @{$window}, @{$words}[$mm+$0]; |
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178
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} |
179
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} |
180
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#/check if there are concepts in the window |
181
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for ( my $w=0; $w < scalar(@{$window}); $w++) { |
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182
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0
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0
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if ( @{$window}[ $w ] =~ /$target_word_regex/ ) { |
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0
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183
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return 'hypothetical'; |
184
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} |
185
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} |
186
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$window = []; |
187
|
0
|
|
|
|
|
|
$mm++; |
188
|
|
|
|
|
|
|
|
189
|
0
|
|
|
|
|
|
} elsif ( @{$words}[$mm] =~ /(||)/ ) { |
190
|
|
|
|
|
|
|
#/expands window until end of sentence, termination term, or other negation/possible trigger term |
191
|
0
|
|
|
|
|
|
for ( my $o=1; ($mm+$o) < $words_length; $o++ ) { |
192
|
0
|
0
|
|
|
|
|
if ( @{$words}[$mm+$o] =~ /(|||)/ ) { |
|
0
|
|
|
|
|
|
|
193
|
0
|
|
|
|
|
|
last; |
194
|
|
|
|
|
|
|
} else { |
195
|
0
|
|
|
|
|
|
push @{$window}, @{$words}[$mm+$o]; |
|
0
|
|
|
|
|
|
|
|
0
|
|
|
|
|
|
|
196
|
|
|
|
|
|
|
} |
197
|
|
|
|
|
|
|
} |
198
|
|
|
|
|
|
|
#/check if there are concepts in the window |
199
|
0
|
|
|
|
|
|
for ( my $w=0; $w < scalar(@{$window}); $w++) { |
|
0
|
|
|
|
|
|
|
200
|
0
|
0
|
|
|
|
|
if ( @{$window}[$w] =~ /$target_word_regex/ ) { |
|
0
|
|
|
|
|
|
|
201
|
0
|
|
|
|
|
|
return 'historical'; |
202
|
|
|
|
|
|
|
} |
203
|
|
|
|
|
|
|
} |
204
|
0
|
|
|
|
|
|
$window = []; |
205
|
0
|
|
|
|
|
|
$mm++; |
206
|
|
|
|
|
|
|
} elsif ( @{$words}[$mm] eq '' ) { |
207
|
|
|
|
|
|
|
#/expands window until end of sentence, termination term, or other negation/possible trigger term |
208
|
0
|
|
|
|
|
|
for ( my $o=1; ($mm - $o ) >= 0; $o++ ) { |
209
|
0
|
0
|
|
|
|
|
if ( @{$words}[ $mm - $o ] =~ /(||)/ ) { |
|
0
|
|
|
|
|
|
|
210
|
0
|
|
|
|
|
|
last; |
211
|
|
|
|
|
|
|
} else { |
212
|
0
|
|
|
|
|
|
push @{$window}, @{$words}[$mm - $o ]; |
|
0
|
|
|
|
|
|
|
|
0
|
|
|
|
|
|
|
213
|
|
|
|
|
|
|
} |
214
|
|
|
|
|
|
|
} |
215
|
|
|
|
|
|
|
#/check if there are concepts in the window |
216
|
0
|
|
|
|
|
|
for ( my $w=0; $w < scalar(@{$window}); $w++ ) { |
|
0
|
|
|
|
|
|
|
217
|
0
|
0
|
|
|
|
|
if ( @{$window}[ $w] =~ /$target_word_regex/ ) { |
|
0
|
|
|
|
|
|
|
218
|
0
|
|
|
|
|
|
return 'historical'; |
219
|
|
|
|
|
|
|
} |
220
|
|
|
|
|
|
|
} |
221
|
0
|
|
|
|
|
|
$window = []; |
222
|
0
|
|
|
|
|
|
$mm++; |
223
|
|
|
|
|
|
|
} else { |
224
|
0
|
|
|
|
|
|
$mm++; |
225
|
|
|
|
|
|
|
} |
226
|
|
|
|
|
|
|
} |
227
|
0
|
|
|
|
|
|
return 'recent'; |
228
|
|
|
|
|
|
|
} |
229
|
|
|
|
|
|
|
|
230
|
|
|
|
|
|
|
sub applyExperiencer { |
231
|
0
|
|
|
0
|
0
|
|
my $words = shift; |
232
|
0
|
|
|
|
|
|
my $window; |
233
|
0
|
|
|
|
|
|
my $mm = 0; |
234
|
0
|
|
|
|
|
|
my $word_length = scalar( @{$words} ); |
|
0
|
|
|
|
|
|
|
235
|
0
|
|
|
|
|
|
while ( $mm < $word_length ) { |
236
|
|
|
|
|
|
|
#/IF word is a pseudo-negation, skips to the next word |
237
|
0
|
0
|
|
|
|
|
if( @{$words}[$mm] eq '' ) { |
|
0
|
0
|
|
|
|
|
|
|
0
|
|
|
|
|
|
|
238
|
0
|
|
|
|
|
|
$mm++; |
239
|
|
|
|
|
|
|
} elsif ( @{$words}[$mm] eq '' ) { |
240
|
|
|
|
|
|
|
#expands window until end of sentence, termination term, or other negation/possible trigger term |
241
|
0
|
|
|
|
|
|
for ( my $o=1; ($mm+$o) < $word_length; $o++ ) { |
242
|
0
|
0
|
|
|
|
|
if( @{$words}[$mm+$o] =~ /(|||)/ ) { |
|
0
|
|
|
|
|
|
|
243
|
0
|
|
|
|
|
|
last; |
244
|
|
|
|
|
|
|
} else { |
245
|
0
|
|
|
|
|
|
push @{$window}, @{$words}[ $mm+$o ]; |
|
0
|
|
|
|
|
|
|
|
0
|
|
|
|
|
|
|
246
|
|
|
|
|
|
|
} |
247
|
0
|
|
|
|
|
|
for ( my $w=0; $w < scalar( @{$window} ); $w++ ) { |
|
0
|
|
|
|
|
|
|
248
|
0
|
0
|
|
|
|
|
if( @{$window}[$w] =~ /$target_word_regex/ ) { |
|
0
|
|
|
|
|
|
|
249
|
0
|
|
|
|
|
|
return 'other'; |
250
|
|
|
|
|
|
|
} |
251
|
|
|
|
|
|
|
} |
252
|
|
|
|
|
|
|
} |
253
|
0
|
|
|
|
|
|
$window = []; |
254
|
0
|
|
|
|
|
|
$mm++; |
255
|
|
|
|
|
|
|
} else { |
256
|
0
|
|
|
|
|
|
$mm++; |
257
|
|
|
|
|
|
|
} |
258
|
|
|
|
|
|
|
} |
259
|
0
|
|
|
|
|
|
return "patient"; |
260
|
|
|
|
|
|
|
} |
261
|
|
|
|
|
|
|
|
262
|
|
|
|
|
|
|
################################################################################################## |
263
|
|
|
|
|
|
|
|
264
|
|
|
|
|
|
|
$phrase = { |
265
|
|
|
|
|
|
|
pseudo => { |
266
|
|
|
|
|
|
|
'hypo' => [ |
267
|
|
|
|
|
|
|
'if negative', |
268
|
|
|
|
|
|
|
], |
269
|
|
|
|
|
|
|
'neg' => [ |
270
|
|
|
|
|
|
|
'gram negative', |
271
|
|
|
|
|
|
|
'no change', |
272
|
|
|
|
|
|
|
'no definite change', |
273
|
|
|
|
|
|
|
'no increase', |
274
|
|
|
|
|
|
|
'no interval change', |
275
|
|
|
|
|
|
|
'no significant change', |
276
|
|
|
|
|
|
|
'no significant interval change', |
277
|
|
|
|
|
|
|
'no suspicious change', |
278
|
|
|
|
|
|
|
'not cause', |
279
|
|
|
|
|
|
|
'not certain if', |
280
|
|
|
|
|
|
|
'not certain whether', |
281
|
|
|
|
|
|
|
'not drain', |
282
|
|
|
|
|
|
|
'not extend', |
283
|
|
|
|
|
|
|
'not necessarily', |
284
|
|
|
|
|
|
|
'not on', |
285
|
|
|
|
|
|
|
'not only', |
286
|
|
|
|
|
|
|
'without difficulty', |
287
|
|
|
|
|
|
|
], |
288
|
|
|
|
|
|
|
'hist' => [ |
289
|
|
|
|
|
|
|
'history and', |
290
|
|
|
|
|
|
|
'history and examination', |
291
|
|
|
|
|
|
|
'history and physical', |
292
|
|
|
|
|
|
|
'history for', |
293
|
|
|
|
|
|
|
'history of chief complaint', |
294
|
|
|
|
|
|
|
'history of present illness', |
295
|
|
|
|
|
|
|
'history taking', |
296
|
|
|
|
|
|
|
'"history physical"', |
297
|
|
|
|
|
|
|
'poor history', |
298
|
|
|
|
|
|
|
'social history', |
299
|
|
|
|
|
|
|
'sudden onset of', |
300
|
|
|
|
|
|
|
], |
301
|
|
|
|
|
|
|
}, |
302
|
|
|
|
|
|
|
post => { |
303
|
|
|
|
|
|
|
'poss' => [ |
304
|
|
|
|
|
|
|
'be ruled out', |
305
|
|
|
|
|
|
|
'being ruled out', |
306
|
|
|
|
|
|
|
'can be ruled out', |
307
|
|
|
|
|
|
|
'could be ruled out', |
308
|
|
|
|
|
|
|
'did not rule out', |
309
|
|
|
|
|
|
|
'is to be ruled out', |
310
|
|
|
|
|
|
|
'may be ruled out', |
311
|
|
|
|
|
|
|
'might be ruled out', |
312
|
|
|
|
|
|
|
'must be ruled out', |
313
|
|
|
|
|
|
|
'not been ruled out', |
314
|
|
|
|
|
|
|
'not ruled out', |
315
|
|
|
|
|
|
|
'ought to be ruled out', |
316
|
|
|
|
|
|
|
'should be ruled out', |
317
|
|
|
|
|
|
|
'will be ruled out', |
318
|
|
|
|
|
|
|
], |
319
|
|
|
|
|
|
|
'neg' => [ |
320
|
|
|
|
|
|
|
'are ruled out', |
321
|
|
|
|
|
|
|
'free', |
322
|
|
|
|
|
|
|
'has been negative', |
323
|
|
|
|
|
|
|
'has been ruled out', |
324
|
|
|
|
|
|
|
'have been ruled out', |
325
|
|
|
|
|
|
|
'is ruled out', |
326
|
|
|
|
|
|
|
'no longer present', |
327
|
|
|
|
|
|
|
'non diagnostic', |
328
|
|
|
|
|
|
|
'now resolved', |
329
|
|
|
|
|
|
|
'prophylaxis', |
330
|
|
|
|
|
|
|
'unlikely', |
331
|
|
|
|
|
|
|
'was negative', |
332
|
|
|
|
|
|
|
'was ruled out', |
333
|
|
|
|
|
|
|
], |
334
|
|
|
|
|
|
|
}, |
335
|
|
|
|
|
|
|
pre => { |
336
|
|
|
|
|
|
|
'exp' => [ |
337
|
|
|
|
|
|
|
'aunt', |
338
|
|
|
|
|
|
|
'aunt\'s', |
339
|
|
|
|
|
|
|
'brother', |
340
|
|
|
|
|
|
|
'brother\'s', |
341
|
|
|
|
|
|
|
'dad', |
342
|
|
|
|
|
|
|
'dad\'s', |
343
|
|
|
|
|
|
|
'family', |
344
|
|
|
|
|
|
|
'fam hx', |
345
|
|
|
|
|
|
|
'father', |
346
|
|
|
|
|
|
|
'father\'s', |
347
|
|
|
|
|
|
|
'grandfather', |
348
|
|
|
|
|
|
|
'grandfather\'s', |
349
|
|
|
|
|
|
|
'grandmother', |
350
|
|
|
|
|
|
|
'grandmother\'s', |
351
|
|
|
|
|
|
|
'mom', |
352
|
|
|
|
|
|
|
'mom\'s', |
353
|
|
|
|
|
|
|
'mother', |
354
|
|
|
|
|
|
|
'mother\'s', |
355
|
|
|
|
|
|
|
'sister', |
356
|
|
|
|
|
|
|
'sister\'s', |
357
|
|
|
|
|
|
|
'uncle', |
358
|
|
|
|
|
|
|
'uncle\'s', |
359
|
|
|
|
|
|
|
], |
360
|
|
|
|
|
|
|
'hypo' => [ |
361
|
|
|
|
|
|
|
'as needed', |
362
|
|
|
|
|
|
|
'come back for', |
363
|
|
|
|
|
|
|
'come back to', |
364
|
|
|
|
|
|
|
'if', |
365
|
|
|
|
|
|
|
'return', |
366
|
|
|
|
|
|
|
'should he', |
367
|
|
|
|
|
|
|
'should she', |
368
|
|
|
|
|
|
|
'should the patient', |
369
|
|
|
|
|
|
|
'should there', |
370
|
|
|
|
|
|
|
], |
371
|
|
|
|
|
|
|
'poss' => [ |
372
|
|
|
|
|
|
|
'be ruled out for', |
373
|
|
|
|
|
|
|
'can be ruled out for', |
374
|
|
|
|
|
|
|
'could be ruled out for', |
375
|
|
|
|
|
|
|
'is to be ruled out for', |
376
|
|
|
|
|
|
|
'may be ruled out for', |
377
|
|
|
|
|
|
|
'might be ruled out for', |
378
|
|
|
|
|
|
|
'must be ruled out for', |
379
|
|
|
|
|
|
|
'ought to be ruled out for', |
380
|
|
|
|
|
|
|
'r/o', |
381
|
|
|
|
|
|
|
'ro', |
382
|
|
|
|
|
|
|
'rule her out', |
383
|
|
|
|
|
|
|
'rule her out for', |
384
|
|
|
|
|
|
|
'rule him out', |
385
|
|
|
|
|
|
|
'rule him out for', |
386
|
|
|
|
|
|
|
'rule out', |
387
|
|
|
|
|
|
|
'rule out for', |
388
|
|
|
|
|
|
|
'rule the patient out', |
389
|
|
|
|
|
|
|
'rule the patinet out for', |
390
|
|
|
|
|
|
|
'should be ruled out for', |
391
|
|
|
|
|
|
|
'what must be ruled out is', |
392
|
|
|
|
|
|
|
'will be ruled out for', |
393
|
|
|
|
|
|
|
], |
394
|
|
|
|
|
|
|
'neg' => [ |
395
|
|
|
|
|
|
|
'adequate to rule her out', |
396
|
|
|
|
|
|
|
'adequate to rule him out', |
397
|
|
|
|
|
|
|
'adequate to rule out', |
398
|
|
|
|
|
|
|
'adequate to rule the patient out', |
399
|
|
|
|
|
|
|
'any other', |
400
|
|
|
|
|
|
|
'as well as any', |
401
|
|
|
|
|
|
|
'can rule her out', |
402
|
|
|
|
|
|
|
'can rule her out against', |
403
|
|
|
|
|
|
|
'can rule her out for', |
404
|
|
|
|
|
|
|
'can rule him out', |
405
|
|
|
|
|
|
|
'can rule him out against', |
406
|
|
|
|
|
|
|
'can rule him out for', |
407
|
|
|
|
|
|
|
'can rule out', |
408
|
|
|
|
|
|
|
'can rule out against', |
409
|
|
|
|
|
|
|
'can rule out for', |
410
|
|
|
|
|
|
|
'can rule the patient out', |
411
|
|
|
|
|
|
|
'can rule the patinet out against', |
412
|
|
|
|
|
|
|
'can rule the patinet out for', |
413
|
|
|
|
|
|
|
'cannot', |
414
|
|
|
|
|
|
|
'checked for', |
415
|
|
|
|
|
|
|
'clear of', |
416
|
|
|
|
|
|
|
'declined', |
417
|
|
|
|
|
|
|
'declines', |
418
|
|
|
|
|
|
|
'denied', |
419
|
|
|
|
|
|
|
'denies', |
420
|
|
|
|
|
|
|
'denying', |
421
|
|
|
|
|
|
|
'did rule her out', |
422
|
|
|
|
|
|
|
'did rule her out against', |
423
|
|
|
|
|
|
|
'did rule her out for', |
424
|
|
|
|
|
|
|
'did rule him out', |
425
|
|
|
|
|
|
|
'did rule him out against', |
426
|
|
|
|
|
|
|
'did rule him out for', |
427
|
|
|
|
|
|
|
'did rule out', |
428
|
|
|
|
|
|
|
'did rule out against', |
429
|
|
|
|
|
|
|
'did rule out for', |
430
|
|
|
|
|
|
|
'did rule the patient out', |
431
|
|
|
|
|
|
|
'did rule the patient out against', |
432
|
|
|
|
|
|
|
'did rule the patient out for', |
433
|
|
|
|
|
|
|
'doesn\'t look like', |
434
|
|
|
|
|
|
|
'evaluate for', |
435
|
|
|
|
|
|
|
'fails to reveal', |
436
|
|
|
|
|
|
|
'free of', |
437
|
|
|
|
|
|
|
'inconsistent with', |
438
|
|
|
|
|
|
|
'is not', |
439
|
|
|
|
|
|
|
'isn\'t', |
440
|
|
|
|
|
|
|
'lack of', |
441
|
|
|
|
|
|
|
'lacked', |
442
|
|
|
|
|
|
|
'negative for', |
443
|
|
|
|
|
|
|
'never developed', |
444
|
|
|
|
|
|
|
'never had', |
445
|
|
|
|
|
|
|
'no', |
446
|
|
|
|
|
|
|
'no abnormal', |
447
|
|
|
|
|
|
|
'no cause of', |
448
|
|
|
|
|
|
|
'no complaints of', |
449
|
|
|
|
|
|
|
'no evidence', |
450
|
|
|
|
|
|
|
'no evidence to suggest', |
451
|
|
|
|
|
|
|
'no findings of', |
452
|
|
|
|
|
|
|
'no findings to indicate', |
453
|
|
|
|
|
|
|
'no history of', |
454
|
|
|
|
|
|
|
'no mammographic evidence of', |
455
|
|
|
|
|
|
|
'no new', |
456
|
|
|
|
|
|
|
'no new evidence', |
457
|
|
|
|
|
|
|
'no other evidence', |
458
|
|
|
|
|
|
|
'no radiographic evidence of', |
459
|
|
|
|
|
|
|
'no sign of', |
460
|
|
|
|
|
|
|
'no significant', |
461
|
|
|
|
|
|
|
'no signs of', |
462
|
|
|
|
|
|
|
'no suggestion of', |
463
|
|
|
|
|
|
|
'no suspicious', |
464
|
|
|
|
|
|
|
'not', |
465
|
|
|
|
|
|
|
'not appear', |
466
|
|
|
|
|
|
|
'not appreciate', |
467
|
|
|
|
|
|
|
'not associated with', |
468
|
|
|
|
|
|
|
'not complain of', |
469
|
|
|
|
|
|
|
'not demonstrate', |
470
|
|
|
|
|
|
|
'not exhibit', |
471
|
|
|
|
|
|
|
'not feel', |
472
|
|
|
|
|
|
|
'not had', |
473
|
|
|
|
|
|
|
'not have', |
474
|
|
|
|
|
|
|
'not have evidence of', |
475
|
|
|
|
|
|
|
'not know of', |
476
|
|
|
|
|
|
|
'not known to have', |
477
|
|
|
|
|
|
|
'not reveal', |
478
|
|
|
|
|
|
|
'not see', |
479
|
|
|
|
|
|
|
'not to be', |
480
|
|
|
|
|
|
|
'patient was not', |
481
|
|
|
|
|
|
|
'rather than', |
482
|
|
|
|
|
|
|
'resolved', |
483
|
|
|
|
|
|
|
'ruled her out', |
484
|
|
|
|
|
|
|
'ruled her out against', |
485
|
|
|
|
|
|
|
'ruled her out for', |
486
|
|
|
|
|
|
|
'ruled him out', |
487
|
|
|
|
|
|
|
'ruled him out against', |
488
|
|
|
|
|
|
|
'ruled him out for', |
489
|
|
|
|
|
|
|
'ruled out', |
490
|
|
|
|
|
|
|
'ruled out against', |
491
|
|
|
|
|
|
|
'ruled out for', |
492
|
|
|
|
|
|
|
'ruled the patient out', |
493
|
|
|
|
|
|
|
'ruled the patient out against', |
494
|
|
|
|
|
|
|
'ruled the patient out for', |
495
|
|
|
|
|
|
|
'rules her out', |
496
|
|
|
|
|
|
|
'rules her out for', |
497
|
|
|
|
|
|
|
'rules him out', |
498
|
|
|
|
|
|
|
'rules him out for', |
499
|
|
|
|
|
|
|
'rules out', |
500
|
|
|
|
|
|
|
'rules out for', |
501
|
|
|
|
|
|
|
'rules the patient out', |
502
|
|
|
|
|
|
|
'rules the patient out for', |
503
|
|
|
|
|
|
|
'sufficient to rule her out', |
504
|
|
|
|
|
|
|
'sufficient to rule her out against', |
505
|
|
|
|
|
|
|
'sufficient to rule her out for', |
506
|
|
|
|
|
|
|
'sufficient to rule him out', |
507
|
|
|
|
|
|
|
'sufficient to rule him out against', |
508
|
|
|
|
|
|
|
'sufficient to rule him out for', |
509
|
|
|
|
|
|
|
'sufficient to rule out', |
510
|
|
|
|
|
|
|
'sufficient to rule out against', |
511
|
|
|
|
|
|
|
'sufficient to rule out for', |
512
|
|
|
|
|
|
|
'sufficient to rule the patient out', |
513
|
|
|
|
|
|
|
'sufficient to rule the patient out against', |
514
|
|
|
|
|
|
|
'sufficient to rule the patient out for', |
515
|
|
|
|
|
|
|
'test for', |
516
|
|
|
|
|
|
|
'to exclude', |
517
|
|
|
|
|
|
|
'unremarkable for', |
518
|
|
|
|
|
|
|
'was not', |
519
|
|
|
|
|
|
|
'wasn\'t', |
520
|
|
|
|
|
|
|
'with no', |
521
|
|
|
|
|
|
|
'without', |
522
|
|
|
|
|
|
|
'without any evidence of', |
523
|
|
|
|
|
|
|
'without evidence', |
524
|
|
|
|
|
|
|
'without indication of', |
525
|
|
|
|
|
|
|
'without sign of', |
526
|
|
|
|
|
|
|
], |
527
|
|
|
|
|
|
|
'hist' => [ |
528
|
|
|
|
|
|
|
'history', |
529
|
|
|
|
|
|
|
'past history', |
530
|
|
|
|
|
|
|
'past medical history', |
531
|
|
|
|
|
|
|
'previous', |
532
|
|
|
|
|
|
|
], |
533
|
|
|
|
|
|
|
}, |
534
|
|
|
|
|
|
|
end => { |
535
|
|
|
|
|
|
|
'exp' => [ |
536
|
|
|
|
|
|
|
'which', |
537
|
|
|
|
|
|
|
], |
538
|
|
|
|
|
|
|
'histexp' => [ |
539
|
|
|
|
|
|
|
'complains', |
540
|
|
|
|
|
|
|
'currently', |
541
|
|
|
|
|
|
|
'noted', |
542
|
|
|
|
|
|
|
'presenting', |
543
|
|
|
|
|
|
|
'presents', |
544
|
|
|
|
|
|
|
'reported', |
545
|
|
|
|
|
|
|
'reports', |
546
|
|
|
|
|
|
|
'states', |
547
|
|
|
|
|
|
|
'today', |
548
|
|
|
|
|
|
|
'was found', |
549
|
|
|
|
|
|
|
], |
550
|
|
|
|
|
|
|
'hypo' => [ |
551
|
|
|
|
|
|
|
'because', |
552
|
|
|
|
|
|
|
'since', |
553
|
|
|
|
|
|
|
], |
554
|
|
|
|
|
|
|
'hypoexp' => [ |
555
|
|
|
|
|
|
|
'her', |
556
|
|
|
|
|
|
|
'his', |
557
|
|
|
|
|
|
|
'patient', |
558
|
|
|
|
|
|
|
'patient\'s', |
559
|
|
|
|
|
|
|
'who', |
560
|
|
|
|
|
|
|
], |
561
|
|
|
|
|
|
|
'neg' => [ |
562
|
|
|
|
|
|
|
'although', |
563
|
|
|
|
|
|
|
'apart from', |
564
|
|
|
|
|
|
|
'as a cause for', |
565
|
|
|
|
|
|
|
'as a cause of', |
566
|
|
|
|
|
|
|
'as a etiology for', |
567
|
|
|
|
|
|
|
'as a etiology of', |
568
|
|
|
|
|
|
|
'as a reason for', |
569
|
|
|
|
|
|
|
'as a reason of', |
570
|
|
|
|
|
|
|
'as a secondary cause for', |
571
|
|
|
|
|
|
|
'as a secondary cause of', |
572
|
|
|
|
|
|
|
'as a secondary etiology for', |
573
|
|
|
|
|
|
|
'as a secondary etiology of', |
574
|
|
|
|
|
|
|
'as a secondary origin for', |
575
|
|
|
|
|
|
|
'as a secondary origin of', |
576
|
|
|
|
|
|
|
'as a secondary reason for', |
577
|
|
|
|
|
|
|
'as a secondary reason of', |
578
|
|
|
|
|
|
|
'as a secondary source for', |
579
|
|
|
|
|
|
|
'as a secondary source of', |
580
|
|
|
|
|
|
|
'as a source for', |
581
|
|
|
|
|
|
|
'as a source of', |
582
|
|
|
|
|
|
|
'as an cause for', |
583
|
|
|
|
|
|
|
'as an cause of', |
584
|
|
|
|
|
|
|
'as an etiology for', |
585
|
|
|
|
|
|
|
'as an etiology of', |
586
|
|
|
|
|
|
|
'as an origin for', |
587
|
|
|
|
|
|
|
'as an origin of', |
588
|
|
|
|
|
|
|
'as an reason for', |
589
|
|
|
|
|
|
|
'as an reason of', |
590
|
|
|
|
|
|
|
'as an secondary cause for', |
591
|
|
|
|
|
|
|
'as an secondary cause of', |
592
|
|
|
|
|
|
|
'as an secondary etiology for', |
593
|
|
|
|
|
|
|
'as an secondary etiology of', |
594
|
|
|
|
|
|
|
'as an secondary origin for', |
595
|
|
|
|
|
|
|
'as an secondary origin of', |
596
|
|
|
|
|
|
|
'as an secondary reason for', |
597
|
|
|
|
|
|
|
'as an secondary reason of', |
598
|
|
|
|
|
|
|
'as an secondary source for', |
599
|
|
|
|
|
|
|
'as an secondary source of', |
600
|
|
|
|
|
|
|
'as an source for', |
601
|
|
|
|
|
|
|
'as an source of', |
602
|
|
|
|
|
|
|
'as has', |
603
|
|
|
|
|
|
|
'as the cause for', |
604
|
|
|
|
|
|
|
'as the cause of', |
605
|
|
|
|
|
|
|
'as the etiology for', |
606
|
|
|
|
|
|
|
'as the etiology of', |
607
|
|
|
|
|
|
|
'as the origin for', |
608
|
|
|
|
|
|
|
'as the origin of', |
609
|
|
|
|
|
|
|
'as the reason for', |
610
|
|
|
|
|
|
|
'as the reason of', |
611
|
|
|
|
|
|
|
'as the secondary cause for', |
612
|
|
|
|
|
|
|
'as the secondary cause of', |
613
|
|
|
|
|
|
|
'as the secondary etiology for', |
614
|
|
|
|
|
|
|
'as the secondary etiology of', |
615
|
|
|
|
|
|
|
'as the secondary origin for', |
616
|
|
|
|
|
|
|
'as the secondary origin of', |
617
|
|
|
|
|
|
|
'as the secondary reason for', |
618
|
|
|
|
|
|
|
'as the secondary reason of', |
619
|
|
|
|
|
|
|
'as the secondary source for', |
620
|
|
|
|
|
|
|
'as the secondary source of', |
621
|
|
|
|
|
|
|
'as the source for', |
622
|
|
|
|
|
|
|
'as the source of', |
623
|
|
|
|
|
|
|
'aside from', |
624
|
|
|
|
|
|
|
'but', |
625
|
|
|
|
|
|
|
'cause for', |
626
|
|
|
|
|
|
|
'cause of', |
627
|
|
|
|
|
|
|
'causes for', |
628
|
|
|
|
|
|
|
'causes of', |
629
|
|
|
|
|
|
|
'etiology for', |
630
|
|
|
|
|
|
|
'etiology of', |
631
|
|
|
|
|
|
|
'except', |
632
|
|
|
|
|
|
|
'however', |
633
|
|
|
|
|
|
|
'nevertheless', |
634
|
|
|
|
|
|
|
'origin for', |
635
|
|
|
|
|
|
|
'origin of', |
636
|
|
|
|
|
|
|
'origins for', |
637
|
|
|
|
|
|
|
'origins of', |
638
|
|
|
|
|
|
|
'other possibilities of', |
639
|
|
|
|
|
|
|
'reason for', |
640
|
|
|
|
|
|
|
'reason of', |
641
|
|
|
|
|
|
|
'reasons for', |
642
|
|
|
|
|
|
|
'reasons of', |
643
|
|
|
|
|
|
|
'secondary', |
644
|
|
|
|
|
|
|
'secondary to', |
645
|
|
|
|
|
|
|
'source for', |
646
|
|
|
|
|
|
|
'source of', |
647
|
|
|
|
|
|
|
'sources for', |
648
|
|
|
|
|
|
|
'sources of', |
649
|
|
|
|
|
|
|
'still', |
650
|
|
|
|
|
|
|
'though', |
651
|
|
|
|
|
|
|
'trigger event for', |
652
|
|
|
|
|
|
|
'yet', |
653
|
|
|
|
|
|
|
], |
654
|
|
|
|
|
|
|
'hist' => [ |
655
|
|
|
|
|
|
|
'ED', |
656
|
|
|
|
|
|
|
'emergency department', |
657
|
|
|
|
|
|
|
], |
658
|
|
|
|
|
|
|
}, |
659
|
|
|
|
|
|
|
}; |
660
|
|
|
|
|
|
|
|
661
|
|
|
|
|
|
|
init(); |
662
|
|
|
|
|
|
|
|
663
|
|
|
|
|
|
|
1; |
664
|
|
|
|
|
|
|
|
665
|
|
|
|
|
|
|
|
666
|
|
|
|
|
|
|
|
667
|
|
|
|
|
|
|
__END__ |