Bibliographic record
Abstract
Thesis Screenplay Title: Tides © Jessica Huras 2025, Masters in Screenwriting, Feature length dramatic screenplay adaptation of the novel Tides by Sara Freeman After a stillbirth, 39-year-old Mara leaves her life in Montreal, unable to bear the weight of her grief or the presence of her husband, Lucien, or her brother, Paul, and his wife with their newborn baby. Seeking escape, she arrives in a remote Nova Scotia seaside town, where the vast tidal swells reflect her teetering between self-annihilation and self-preservation. As the possibility of connection and the slow return of desire begin to draw her back to herself, scenes from her past unfold, revealing moments of intimacy and estrangement. Through these memories, Mara confronts her grief and begins to carve a new path forward. My research examines how grief shapes a woman’s capacity for connection, autonomy, and self-reconstruction after loss. Additionally, I explore the visual representation of grief in film and how isolation and relationality function as catalysts for redefining identity.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.781 | 0.432 |
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 source (direct Gemma or distilled Codex), 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".