A Discourse Study of the Speech “It Can Be Otherwise” by Harvard Professor and President Drew Faust
Bibliographic record
Abstract
<p class="1"><span lang="X-NONE">Th</span><span lang="X-NONE">is paper is<strong> </strong>a qualitative<strong> </strong>discourse study of the speech “It Can Be Otherwise” by Harvard Professor and President Drew Faust. The speech was delivered on May 30, 2014 at Cambridge, Massachusetts. The language and content of the speech are analyzed as a genre including macro and micro level units such as moves, communicative functions and notions. The linguistic lexical and syntactic realizations are also considered. The findings revealed that<strong> </strong>a number of features characterized this speech. These include the use of narrative style under the effect of the specialty of the author, i.e. history. The themes of women’s empowerment, injustice, and education are well served in the speech revealing the philosophical stance of the speaker. </span></p>
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".