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package Lingua::ConText; |
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22118
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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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19
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30
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4
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while ( my ($type,$list) = each %{$type_hash} ) { |
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69
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31
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foreach my $p ( @{$list} ) { |
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33
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32
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354
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100
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$regex_list->{$position}->{$type} .= '|' if $regex_list->{$position}->{$type}; |
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354
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$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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41
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sub applyContext { |
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42
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0
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1
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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 ! $tagged; |
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46
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# print "$tagged\n\n"; |
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47
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48
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0
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my @words = split /[,;\s]+/, $tagged; |
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49
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50
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0
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my $ne = applyNegEx( \@words ); |
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51
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0
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my $tmp = applyTemporality( \@words ); |
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52
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my $subj = applyExperiencer( \@words ); |
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53
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return [ $concept, $sentence, $ne, $tmp, $subj ]; |
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54
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} |
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55
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56
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################################################################################################## |
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57
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58
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sub preprocess_sentence { |
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59
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my $concept = lc shift; |
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60
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0
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my $sentence = lc shift; |
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61
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0
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$sentence =~ s/\s+/ /g; |
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62
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63
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0
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0
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if ( $sentence =~ /\b$concept\b/ ) { |
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64
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0
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$sentence =~ s/\b$concept\b/$target_word_regex/g; |
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65
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} else { |
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66
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0
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return; |
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67
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} |
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68
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69
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0
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while ( my($position,$type_hash) = each %{$regex_list} ) { |
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0
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70
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0
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while ( my ($type,$regex) = each %{$type_hash} ) { |
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0
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71
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0
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my $tag = uc( qq{<$type} . '_' . qq{$position>} ); |
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72
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0
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$sentence =~ s/\b($regex)\b/$tag/g; |
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73
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} |
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74
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} |
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75
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76
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0
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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 $regex_time_since = "since [last|the last]? ((([2-9]|[1-9][0-9]) weeks ago)|(([1-9]?[0-9])? [month|months|year|years] ago)|([january|february|march|april|may|june|july|august|september|october|november|december|spring|summer|fall|winter]))"; |
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79
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80
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$sentence =~ s/\b($regex_time)\b//g; |
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81
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0
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$sentence =~ s/\b($regex_time_for)\b//g; |
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82
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0
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$sentence =~ s/\b($regex_time_since)\b//g; |
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83
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84
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0
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return $sentence; |
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85
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} |
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86
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87
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################################################################################################## |
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88
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89
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sub applyNegEx { |
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90
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0
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0
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0
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my $words = shift; |
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91
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92
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0
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my $window = []; |
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93
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0
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my $word_count = scalar @{$words}; |
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0
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94
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95
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my $this_context; # = 'affirmed'; # affirmed, negated, possible |
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96
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97
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0
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my $m = 0; |
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98
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0
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while ( $m < $word_count ) { |
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99
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100
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0
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0
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if ( @{$words}[$m] =~ /PSEUDO/ ) { |
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0
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0
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0
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101
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0
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$m++; |
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102
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103
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0
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} elsif ( ${$words}[$m] eq '' ) { |
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104
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0
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0
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my $max_window = ( $word_count < $m + $MAX_WINDOW) ? ($word_count - $m) : $MAX_WINDOW; |
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105
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0
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foreach ( my $o=1; $o < $max_window; $o++) { |
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106
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0
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0
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if ( ${$words}[$m+$o] =~ /(|||)/ ) { |
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0
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107
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0
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last; |
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108
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} else { |
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109
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0
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push @{$window}, ${$words}[$m+$o]; |
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0
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0
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110
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} |
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111
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} |
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112
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113
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0
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0
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if ( ${$words}[$m] eq '' ) { |
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0
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0
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0
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114
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0
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$this_context = 'negated'; |
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115
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} elsif ( @{$words}[$m] eq '' ) { |
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116
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0
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$this_context = 'possible'; |
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117
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} |
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118
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119
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0
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for ( my $w=0; $w < scalar( @{$window} ); $w++) { |
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0
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120
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0
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0
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if ( @{$window}[$w] =~ /$target_word_regex/ ) { |
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0
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121
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0
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return $this_context; |
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122
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} |
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123
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} |
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124
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0
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$window = []; |
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125
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0
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$m++; |
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126
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} elsif ( @{$words}[$m] =~ /(|)/ ) { |
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127
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128
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0
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0
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my $max_window = ($m < $MAX_WINDOW) ? $m : $MAX_WINDOW; |
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129
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0
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for ( my $o=1; $o < $max_window; $o++) { |
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130
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0
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0
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if( @{$words}[$m-$o] =~ /(||||)/ ) { |
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0
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131
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0
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last; |
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132
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} else { |
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133
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0
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push @{$window}, @{$words}[$m-$o]; |
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0
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0
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134
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} |
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135
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136
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0
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0
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if ( @{$words}[$m] eq '' ){ |
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0
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0
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0
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137
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0
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$this_context = 'negated'; |
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138
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} elsif ( @{$words}[$m] eq '' ) { |
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139
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0
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$this_context = 'possible'; |
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140
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0
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for( my $w=0; $w< scalar( @{$window}); $w++ ) { |
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0
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141
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0
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0
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if( @{$window}[$w] =! /$target_word_regex/ ) { |
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0
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142
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0
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return $this_context; |
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143
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} |
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144
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} |
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145
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0
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$window = []; |
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146
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0
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$m++; |
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147
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} |
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148
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} |
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149
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} else { |
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150
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0
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$m++; |
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151
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} |
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152
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} |
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153
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0
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return $this_context; |
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154
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} |
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155
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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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159
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sub applyTemporality { |
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160
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0
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0
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0
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my $words = shift; |
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161
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0
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my $window = []; |
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162
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0
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my $words_length = scalar @{$words}; |
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0
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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 |
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165
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0
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my $mm = 0; |
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166
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0
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while ( $mm < $words_length ) { |
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167
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# /IF word is a pseudo-negation, skips to the next word |
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168
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0
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0
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if ( @{$words}[$mm] eq '' ) { |
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0
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0
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0
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0
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0
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169
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0
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$mm++; |
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170
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0
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} elsif ( @{$words}[$mm] eq '' ) { |
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171
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#/IF word is a pre- hypothetical trigger term |
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172
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#/expands window until end of sentence, termination term, or other negation/possible trigger term |
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173
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0
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|
|
for ( my $o=1; ($mm+$o) < $words_length; $o++ ) { |
|
174
|
0
|
0
|
|
|
|
|
if ( @{$words}[$mm+$o] =~ /(||)/ ) { |
|
|
0
|
|
|
|
|
|
|
|
175
|
0
|
|
|
|
|
|
last; |
|
176
|
|
|
|
|
|
|
} else { |
|
177
|
0
|
|
|
|
|
|
push @{$window}, @{$words}[$mm+$0]; |
|
|
0
|
|
|
|
|
|
|
|
|
0
|
|
|
|
|
|
|
|
178
|
|
|
|
|
|
|
} |
|
179
|
|
|
|
|
|
|
} |
|
180
|
|
|
|
|
|
|
#/check if there are concepts in the window |
|
181
|
0
|
|
|
|
|
|
for ( my $w=0; $w < scalar(@{$window}); $w++) { |
|
|
0
|
|
|
|
|
|
|
|
182
|
0
|
0
|
|
|
|
|
if ( @{$window}[ $w ] =~ /$target_word_regex/ ) { |
|
|
0
|
|
|
|
|
|
|
|
183
|
0
|
|
|
|
|
|
return 'hypothetical'; |
|
184
|
|
|
|
|
|
|
} |
|
185
|
|
|
|
|
|
|
} |
|
186
|
0
|
|
|
|
|
|
$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__ |