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Expanding the Public Sphere through Computer ... - ResearchGate

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CHAPTER 6. ANALYZING THE TALK.ABORTION NEWSGROUP 97<br />

and represent those parts of full words that are morphologically similar. Passing<br />

words <strong>through</strong> a “stemming program” removes suffixes and prefixes, and normalizes<br />

tense. This results in far fewer unique words, and allows a comparison among<br />

words based on <strong>the</strong> “strong semantic links between <strong>the</strong> various forms of a root”<br />

(Best 1996) word. A total of 11,263 unique stemmed words were found across<br />

all messages. The resultant word lists were analyzed for unique words. A total of<br />

7,570 words appeared in <strong>the</strong> coded messages. Of <strong>the</strong>se, about one third (2,500)<br />

appeared in at least one abortion and one metacommunication post. Close to half<br />

(3,373) of <strong>the</strong> words appeared only in an abortion message, while <strong>the</strong> remainder<br />

(1,697) appeared only in a metacommunication message. Of <strong>the</strong>se, nearly 90<br />

percent of <strong>the</strong> words appeared in fewer than three messages.<br />

Two separate word lists were <strong>the</strong>n created. The abortion word list includes words<br />

appearing in at least three abortion messages, and for which <strong>the</strong> proportion of<br />

abortion messages in which it appeared was at least five percent greater than <strong>the</strong><br />

proportion of metacommunication messages in which it appeared. An identical<br />

procedure was followed to create <strong>the</strong> metacommunication word list. This procedure<br />

results in an abortion list of 49 word stems, and a metacommunication list<br />

of 19 word stems. Each word stem, of course, represents more than one individual<br />

word. A total of 275 abortion words and 70 metacommunication words are<br />

reflected by <strong>the</strong> stemmed word list. The word stems and unstemmed words are<br />

included in Appendix B as Table B.1 on page 165 and Table B.2 on page 166.<br />

Each message in <strong>the</strong> collection was <strong>the</strong>n coded against <strong>the</strong>se two lists. Following<br />

a procedure suggested by Best (1996), two components were added toge<strong>the</strong>r to<br />

create <strong>the</strong> respective density scores. The first component was <strong>the</strong> proportion of<br />

word stems on each list matched by <strong>the</strong> message. The second component was <strong>the</strong><br />

proportion of word stems in <strong>the</strong> message matching a word stem on <strong>the</strong> list. For example,<br />

Message A contains a total of 120 word stems, including 75 unique word<br />

stems, and 45 duplicated word stems. Of <strong>the</strong> 75 unique word stems, seven are<br />

found on <strong>the</strong> abortion word list. The first component of <strong>the</strong> abortion density score<br />

would thus be <strong>the</strong> proportion of unique words matching <strong>the</strong> abortion word list to<br />

words on <strong>the</strong> abortion word list, or 7=49 = :058. Of <strong>the</strong> 120 word stems, a total of<br />

11 match word stems found on <strong>the</strong> abortion list (two of <strong>the</strong> seven unique matches<br />

are used twice, and one is used three times). The second component of <strong>the</strong> abortion<br />

density score would thus be <strong>the</strong> proportion of words matching <strong>the</strong> abortion<br />

word list to total words in <strong>the</strong> post, or 11=120 = :09. The abortion density score<br />

assigned to this post would be :058 + :09 = :148. Abortion and metacommunication<br />

density scores were calculated for each message in <strong>the</strong> newsgroup, and

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